Image Retrieval

Author

Steven Ndung’u et al.

Published

September 3, 2024


Model Evaluation COSFIRE Filters Approach


Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.


The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

Code
#%%
layer_vsn = 'v3_layers'

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 48

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 84.69 86.49 85.15 84.18 85.89 86.72 85.91 84.76 84.81 85.02 88.10 85.62 89.32 84.10 83.12 86.53 85.08 86.10 83.88 83.45 82.44 82.96 84.60 83.81 83.48 82.74
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 88.53 88.30 84.81 87.05 87.44 85.70 84.16 87.68 87.26 86.43 87.52 87.46 85.14 87.17 88.24 87.53 87.59 86.51 85.39 86.68 84.73 83.10 85.66 83.48 85.96 82.21
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.98 85.40 83.84 86.26 87.86 87.67 85.18 88.22 88.11 85.17 86.34 86.49 87.25 86.56 86.62 88.33 84.25 86.44 85.83 86.05 84.45 84.93 84.78 84.65 85.94 85.29
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 24.01 86.99 84.51 86.02 85.17 87.77 89.01 88.73 87.53 87.78 88.21 89.95 87.59 88.35 84.75 88.86 24.01 85.79 86.69 87.35 84.88 83.83 86.50 84.83 86.06 24.01
48 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.88 86.75 85.55 86.12 83.86 87.02 82.27 83.10 87.57 86.30 85.07 84.02 85.70 83.35 85.88 85.45 85.20 85.96 86.62 85.86 84.94 84.26 82.69 84.62 85.06 83.85
49 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 85.73 87.08 85.85 87.77 86.34 88.93 88.01 85.97 87.19 85.00 87.62 87.09 87.62 88.27 86.54 87.37 87.62 87.45 87.03 89.35 84.50 84.90 84.37 84.17 85.76 84.61
50 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.70 87.83 87.69 85.38 86.99 88.18 86.19 87.58 87.29 88.72 87.22 86.97 87.34 86.92 84.61 86.93 87.14 87.78 87.49 86.60 82.38 82.88 84.05 85.79 84.20 85.71
51 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 86.88 84.18 87.73 87.40 85.39 88.64 86.55 86.60 86.35 85.10 85.91 85.89 87.00 86.00 88.09 87.37 87.58 87.59 86.65 85.92 83.81 84.43 83.79 82.98 87.13 86.20
80 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.52 86.07 84.96 87.72 84.07 86.76 87.54 86.15 85.27 83.55 88.27 87.10 87.73 84.36 85.41 86.30 86.36 85.55 86.01 85.35 86.10 82.91 81.91 84.38 85.01 80.91
81 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 79.33 86.03 87.16 85.50 85.55 86.92 87.22 85.89 87.66 86.11 87.69 87.84 86.36 84.93 87.51 87.09 88.41 87.92 85.02 86.54 84.14 84.75 84.62 84.34 84.49 84.78
82 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 85.29 85.65 82.27 85.62 85.82 85.26 86.93 86.28 86.82 87.58 89.19 86.68 87.01 88.04 84.86 87.99 86.81 87.69 86.42 84.80 85.42 85.22 83.35 85.84 85.16 81.73
83 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.77 87.79 87.00 88.20 87.11 87.68 87.51 86.91 86.61 85.58 89.12 89.32 86.65 86.69 86.45 88.19 83.96 86.94 84.62 88.61 84.07 85.36 84.35 82.66 88.65 84.42
112 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 84.07 86.89 86.17 85.71 86.99 85.66 83.02 87.61 85.74 86.44 86.16 86.68 88.78 86.93 86.15 86.50 85.66 85.77 87.83 86.54 84.28 84.18 84.95 84.40 84.24 86.85
113 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 86.00 87.35 88.74 87.18 87.09 88.36 87.80 86.87 87.18 86.57 86.67 86.85 86.83 87.28 87.46 86.05 86.35 87.83 88.58 87.88 85.50 85.55 85.66 85.33 82.67 85.43
114 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 85.37 86.30 85.26 85.20 85.98 88.12 86.41 89.24 87.77 86.94 86.54 87.00 87.50 86.51 84.57 87.18 87.14 87.67 87.50 86.19 87.14 84.89 84.95 83.63 88.80 83.53
115 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.66 87.89 86.02 86.89 85.79 86.49 87.24 87.14 87.15 86.91 87.96 89.39 86.57 87.05 88.84 88.45 85.73 86.60 86.40 88.26 84.80 83.18 85.76 85.13 84.51 86.71
144 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 83.72 82.58 84.57 85.35 85.80 86.67 86.28 87.60 85.29 85.98 87.14 87.86 87.41 85.11 84.41 87.68 84.95 85.15 87.70 87.77 84.24 85.36 84.34 84.73 81.26 85.86
145 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.38 85.79 86.97 87.38 87.28 86.58 87.12 89.10 87.35 87.57 87.37 87.98 86.71 88.90 88.11 87.66 86.37 88.12 86.54 86.90 85.15 83.74 84.42 81.97 85.55 84.90
146 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 87.06 85.95 88.37 87.44 86.61 88.52 87.71 86.52 87.56 86.45 87.08 88.55 86.85 85.86 85.98 85.42 87.90 88.06 87.25 87.25 85.84 84.14 84.32 82.96 85.18 81.30
147 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.24 88.07 86.26 86.42 86.41 87.76 87.68 85.97 87.89 87.66 87.73 87.49 87.06 88.08 86.76 88.25 85.37 85.60 88.47 88.63 84.14 84.72 85.15 85.38 85.49 86.14
176 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.66 85.82 85.77 84.66 84.95 87.03 87.74 80.39 85.72 86.60 87.99 86.84 85.79 84.86 84.85 86.18 88.08 86.63 86.64 89.87 84.70 83.51 84.80 82.99 82.26 82.92
177 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.13 86.45 86.98 87.24 86.68 88.89 87.84 88.13 87.26 86.25 84.63 88.84 88.37 87.34 86.70 88.26 90.23 88.30 87.00 84.85 84.39 84.78 84.27 85.70 86.47 85.87
178 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 84.54 87.82 86.10 86.20 86.54 87.96 86.67 85.47 88.19 86.19 86.29 87.44 87.99 87.35 86.95 86.98 88.84 88.04 86.47 87.33 83.76 84.64 85.35 84.01 83.72 85.33
179 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.22 88.14 87.32 86.49 88.27 87.30 85.40 88.76 88.01 88.54 88.20 88.78 87.12 87.03 86.23 88.28 86.59 86.59 86.02 88.22 86.18 85.52 85.32 82.97 84.85 87.10
208 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.86 86.65 84.77 87.65 85.11 86.88 86.56 86.01 85.81 86.37 86.96 87.46 88.00 86.32 87.56 89.12 86.86 85.69 87.47 87.97 83.28 84.06 86.24 84.08 85.66 88.03
209 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.60 87.42 86.45 88.01 85.71 87.43 86.71 84.41 87.77 86.22 88.01 87.57 86.71 86.00 86.75 88.59 85.23 85.21 87.71 88.34 86.03 84.81 85.79 87.36 86.56 85.46
210 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 85.75 84.87 84.97 88.67 83.62 86.61 86.30 86.57 86.68 87.08 87.11 87.66 86.74 87.63 86.05 84.56 86.30 86.27 85.44 86.99 84.09 83.10 83.63 85.93 83.11 85.42
211 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.58 86.90 87.99 87.49 86.63 87.57 86.94 85.91 86.79 87.21 85.90 87.39 87.62 86.26 87.50 88.70 86.60 85.65 87.26 87.65 83.54 83.62 86.93 86.33 86.80 83.18
240 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 84.48 84.80 84.12 84.69 85.76 87.27 86.35 84.43 88.09 88.35 86.00 87.32 85.70 85.90 88.12 86.36 85.82 85.09 87.79 86.81 82.87 84.34 85.33 83.72 82.18 86.49
241 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 84.21 85.49 86.19 86.88 85.68 87.49 86.28 83.92 87.69 87.41 86.54 88.11 85.10 85.80 86.73 85.98 85.92 86.62 86.93 87.41 83.80 84.55 87.45 86.21 86.34 84.58
242 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 86.26 85.95 84.85 87.52 85.48 87.30 86.29 88.20 87.13 86.56 88.49 86.07 86.71 86.03 86.24 86.98 85.78 88.29 87.09 87.19 82.99 84.62 83.15 84.67 83.90 86.58
243 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 85.74 85.54 83.51 88.18 86.13 85.75 87.53 85.32 86.35 86.53 86.54 85.64 86.87 86.95 86.14 86.53 86.50 86.75 86.98 87.74 85.77 85.06 87.23 83.60 84.01 85.75
272 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 86.34 84.32 87.68 86.73 86.07 85.72 86.21 84.68 87.31 88.16 85.88 86.32 87.11 83.28 84.97 86.17 84.07 86.25 88.48 86.08 84.20 83.66 83.16 84.41 83.78 83.82
273 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 85.07 87.79 87.33 86.96 87.00 86.44 86.20 86.65 86.91 87.67 86.82 86.69 86.23 87.76 84.25 88.24 88.81 88.73 86.13 87.42 82.37 82.55 85.43 85.68 85.36 84.53
274 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 84.79 85.65 84.84 86.61 86.18 87.71 85.41 84.07 88.24 87.06 88.61 86.64 86.05 84.52 87.72 86.43 87.28 87.13 85.69 86.24 83.93 84.48 87.05 83.53 85.88 85.25
275 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.54 86.46 85.24 86.13 87.01 85.92 85.31 87.24 85.91 86.48 88.84 87.50 87.82 84.47 87.70 88.48 86.73 86.35 86.73 87.87 82.64 82.94 83.77 85.13 88.86 82.92
304 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.43 86.90 82.42 87.06 85.39 84.66 85.65 85.29 84.91 83.20 87.45 86.44 84.56 84.37 85.49 84.70 84.36 85.79 86.84 85.31 83.81 84.18 83.83 86.06 87.72 85.42
305 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.06 86.70 87.07 84.44 86.60 88.87 88.16 87.65 87.21 88.10 87.38 87.89 87.94 85.33 83.80 86.58 86.91 86.03 88.89 87.09 84.18 85.34 85.47 84.63 86.45 82.40
306 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 85.96 87.28 85.66 85.84 83.17 87.14 87.19 87.19 84.06 84.62 86.57 87.97 86.81 86.24 86.79 87.18 82.25 86.57 88.02 87.87 84.07 84.14 84.37 84.19 84.29 83.44
307 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.19 88.46 88.99 83.79 86.86 90.20 85.63 87.45 86.30 84.46 88.01 87.22 87.12 88.54 84.37 88.84 88.74 87.18 87.26 87.72 86.85 83.24 84.92 84.85 83.30 83.93
336 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.98 86.81 85.56 86.51 85.80 85.24 84.63 89.15 86.89 86.11 86.87 87.19 86.19 85.49 86.17 84.76 85.32 86.27 86.14 86.86 83.41 84.95 84.31 85.19 83.04 82.34
337 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 84.37 87.45 87.98 88.33 88.93 87.60 86.86 87.69 89.23 86.52 88.05 85.34 85.33 86.06 87.75 86.66 88.09 86.20 88.40 87.69 84.23 83.73 85.45 85.45 86.41 87.32
338 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 85.39 86.51 88.22 84.01 86.32 87.09 85.93 85.43 86.57 85.69 87.45 87.93 86.64 87.17 85.74 87.49 88.08 87.70 86.60 87.56 86.90 84.93 85.01 86.48 83.29 84.48
339 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 85.94 87.10 87.91 86.37 86.24 88.12 87.41 87.58 87.11 88.59 88.26 88.39 87.15 87.26 88.08 86.60 86.74 86.50 87.99 85.53 84.70 85.79 84.55 87.63 84.20 85.18
368 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.43 85.01 85.19 87.72 85.56 88.49 87.32 82.14 87.47 79.13 86.61 87.05 86.61 86.02 83.57 82.03 87.44 84.56 86.43 84.51 84.87 84.12 85.08 71.43 85.69 84.33
369 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.39 86.69 85.53 85.64 86.73 88.15 86.49 87.77 86.63 88.30 87.88 85.81 85.44 86.48 86.66 87.31 88.65 87.26 88.11 89.16 85.54 85.41 84.67 85.34 84.60 84.45
370 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 86.54 87.31 87.15 83.19 85.56 87.10 86.68 88.18 86.47 87.33 87.43 88.98 86.89 88.64 87.53 88.33 85.96 85.85 88.27 87.84 85.78 83.85 83.30 85.01 85.86 88.27
371 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.14 85.35 87.21 88.54 87.65 87.93 86.54 88.81 87.80 86.82 88.13 87.11 85.10 86.41 87.65 85.06 86.06 89.93 87.45 86.77 84.89 84.73 86.80 85.36 83.42 83.77
400 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.30 87.22 84.10 83.86 82.11 85.95 87.48 84.74 85.19 87.20 87.53 87.43 86.54 86.63 85.85 88.01 84.26 86.10 86.57 89.13 85.43 85.42 81.70 82.27 84.13 84.62
401 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 84.26 87.70 86.89 85.45 85.55 87.22 88.44 88.04 88.44 86.45 89.29 87.70 87.44 86.75 86.59 89.27 85.63 87.43 86.23 88.44 87.73 83.22 86.76 85.83 85.28 85.67
402 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 85.79 87.55 86.91 87.09 88.30 88.83 89.15 86.99 87.48 86.45 88.79 87.49 88.99 88.00 84.18 86.99 87.31 87.97 85.07 89.68 85.18 85.30 82.99 84.79 85.92 86.97
403 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.20 86.11 87.62 85.21 87.32 87.66 87.38 86.39 85.37 87.10 88.76 89.79 87.15 86.01 88.99 87.58 87.20 88.54 87.35 88.35 85.55 85.23 82.73 84.47 82.38 87.50
432 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 83.92 85.52 85.56 85.56 86.25 85.48 85.44 84.66 84.79 84.73 87.42 86.32 87.23 87.04 85.21 87.44 86.37 85.42 86.92 86.04 84.10 84.52 83.56 83.16 82.07 83.44
433 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.29 87.28 86.07 88.83 86.43 89.23 86.04 88.68 87.18 86.72 88.05 85.99 89.96 87.57 86.26 88.13 86.98 87.36 87.08 88.17 85.29 87.26 84.71 88.73 82.34 86.81
434 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 85.60 89.95 87.10 88.98 87.91 88.93 86.78 86.82 85.90 86.66 86.84 87.89 85.86 86.19 86.30 86.46 87.29 86.45 87.50 87.25 82.85 87.20 85.73 86.06 83.23 85.45
435 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.54 86.74 85.47 85.65 86.44 88.07 84.96 86.69 87.12 85.31 87.02 87.96 86.69 85.63 88.00 88.99 85.93 87.31 89.21 88.15 85.59 84.52 83.98 85.63 85.07 85.21
464 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.94 87.28 84.76 88.91 85.29 83.76 86.13 87.29 86.05 86.19 87.02 87.75 86.70 89.60 84.79 87.85 86.41 85.31 87.27 89.55 82.83 83.81 84.98 86.65 83.40 86.61
465 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 83.10 87.82 87.58 87.58 87.60 88.26 87.46 85.97 87.21 87.44 87.26 87.03 87.00 87.75 89.28 88.45 88.36 87.77 87.54 87.09 84.95 83.66 83.92 85.79 82.87 84.89
466 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 86.77 85.52 87.26 84.52 87.30 85.83 88.64 86.89 86.28 88.05 88.77 88.34 88.66 87.45 87.67 87.17 87.51 85.70 87.77 87.07 83.50 85.13 83.28 84.38 85.29 84.39
467 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 85.38 86.90 85.38 86.02 86.49 87.83 85.50 88.37 87.59 86.76 85.27 87.46 88.11 86.55 85.10 88.80 87.98 87.61 87.65 87.75 83.43 85.23 83.52 82.61 87.42 86.82
496 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 83.77 87.46 85.91 86.82 87.34 84.26 86.48 85.66 86.29 86.14 86.34 87.61 87.57 86.14 85.48 88.39 86.17 87.64 85.33 87.45 85.75 83.02 81.24 83.11 83.24 85.90
497 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 83.51 85.74 86.95 87.24 86.01 87.13 87.65 87.61 86.22 85.11 86.74 88.28 87.84 87.11 87.65 87.58 87.01 87.12 89.53 89.44 85.05 84.13 83.50 82.85 84.87 87.49
498 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 86.24 86.72 87.39 86.21 84.66 87.08 87.30 89.15 86.27 87.58 86.59 87.65 86.57 88.78 85.13 87.42 87.38 85.85 86.79 87.78 84.86 83.17 82.68 85.02 84.86 84.88
499 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 86.67 87.73 86.41 86.90 86.05 88.69 86.59 87.21 86.78 87.16 87.56 86.38 85.87 86.49 86.04 88.50 86.81 87.15 88.21 86.94 86.38 83.97 85.29 86.60 84.86 85.53
528 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 84.83 82.81 85.32 87.32 86.57 86.72 86.27 87.07 88.53 87.49 87.49 86.71 83.76 86.99 87.35 86.25 86.05 83.26 87.39 87.10 82.81 84.50 82.67 85.91 84.02 87.14
529 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.69 89.28 85.17 85.56 87.08 86.36 88.20 86.99 87.42 86.80 86.22 87.94 87.63 88.19 87.54 86.55 86.02 87.44 87.99 88.44 83.19 82.29 84.62 86.21 85.92 84.60
530 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 87.20 85.82 86.73 87.44 86.69 87.33 85.97 86.24 86.53 85.09 85.91 86.25 87.31 87.00 86.92 86.94 87.86 88.05 88.24 86.34 83.96 84.76 85.53 82.98 87.44 86.38
531 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 86.60 83.95 87.48 86.52 84.88 87.51 86.55 87.75 85.76 87.08 86.81 89.20 85.97 86.03 87.35 87.55 86.08 87.77 87.52 87.82 86.53 85.47 84.16 82.78 85.46 82.90
560 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.65 86.75 86.35 88.89 87.21 84.44 87.49 86.15 87.34 86.32 87.19 88.19 83.24 86.97 88.12 86.36 83.09 87.76 85.98 87.59 80.95 85.22 86.09 84.62 83.78 82.00
561 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.88 85.04 85.89 85.37 84.66 87.47 84.97 87.40 84.33 87.31 87.39 85.92 87.10 87.69 86.29 86.94 84.79 87.73 88.25 87.50 85.09 84.28 85.89 82.25 84.16 86.95
562 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 86.67 83.48 84.69 85.98 84.95 87.73 85.48 86.46 85.46 86.61 86.91 86.89 87.26 87.99 88.05 88.28 86.50 88.18 88.06 86.75 81.38 79.85 85.07 84.29 83.89 84.90
563 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 85.42 86.02 85.61 86.45 85.65 87.18 87.75 87.22 87.97 86.01 87.20 87.17 86.63 87.33 88.81 86.72 87.38 88.05 86.40 86.73 84.97 85.11 84.49 84.90 82.99 83.03
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.60 88.50 88.84 89.70 88.27 87.75 88.73 90.38 88.71 87.71 89.95 89.04 87.81 88.02 87.16 89.43 88.35 89.22 88.28 89.69 86.16 86.97 89.43 88.05 89.01 88.31
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.46 89.40 87.94 88.74 87.92 89.96 87.70 88.71 88.93 87.85 90.07 88.04 89.49 88.34 88.75 88.43 87.77 88.23 89.75 89.39 88.85 84.85 88.73 89.02 87.62 86.38
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.91 89.21 86.96 87.31 87.67 88.51 88.28 88.05 87.68 89.06 88.68 88.87 88.42 86.72 88.97 90.48 88.46 88.08 89.67 89.88 85.10 89.09 88.23 86.70 87.25 88.74
595 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.50 88.79 86.58 87.71 86.90 88.78 87.72 87.00 89.02 88.73 87.75 89.98 87.71 87.19 87.71 88.28 88.82 87.55 88.26 90.87 86.71 86.80 86.67 87.92 88.08 87.46
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.83 89.25 88.22 88.48 88.30 88.77 90.84 88.86 88.92 87.99 89.51 88.96 88.74 88.03 89.49 87.20 88.29 88.12 88.96 89.49 87.04 87.86 87.53 88.56 89.69 87.36
625 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.74 89.25 87.18 88.74 88.52 89.32 87.26 87.91 88.49 88.42 90.25 88.36 87.25 88.13 87.60 89.64 88.03 88.69 88.76 88.71 87.83 86.39 86.88 85.66 89.45 88.93
626 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.30 88.49 87.41 88.41 88.08 88.82 88.53 88.19 88.23 88.50 87.45 89.28 89.90 88.29 89.22 89.16 89.04 89.29 88.30 89.70 87.02 86.62 88.50 86.84 88.20 87.21
627 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.98 87.49 87.71 88.23 89.71 87.78 88.21 90.52 88.41 87.39 88.47 88.70 87.31 88.32 88.09 88.52 87.83 87.04 88.46 88.19 85.84 88.92 87.89 87.03 89.21 86.07
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.39 89.68 88.17 88.50 89.11 89.71 87.40 86.19 89.29 88.46 90.40 88.22 87.71 88.69 89.61 86.79 87.89 90.19 88.20 87.92 86.49 85.66 89.57 88.60 86.51 88.55
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.04 87.95 88.74 88.69 87.62 88.94 88.91 88.33 87.60 88.89 89.42 89.22 88.02 89.45 88.29 88.29 88.39 90.20 88.67 87.47 86.11 85.83 87.77 86.35 88.29 88.27
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.60 87.51 89.73 88.09 88.17 88.75 89.43 87.01 87.58 89.16 89.80 87.05 89.27 88.18 88.01 90.05 88.01 89.72 89.12 87.43 86.39 87.79 85.54 87.22 86.15
659 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.25 88.00 88.11 87.63 88.38 88.80 87.93 87.02 89.19 86.76 89.47 89.26 88.13 88.45 87.73 89.46 90.36 87.14 88.99 87.83 86.11 86.11 88.77 86.65 86.98 89.41
688 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.69 88.22 87.19 88.73 87.26 87.75 88.09 88.25 86.43 86.57 89.10 88.61 88.82 88.47 87.88 89.59 88.68 89.03 89.61 88.44 87.21 87.90 88.12 85.50 88.30 87.16
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.36 88.16 86.12 89.03 86.53 87.48 88.86 89.98 88.43 87.49 88.07 88.58 89.41 87.85 88.17 88.13 88.17 87.35 89.87 89.02 88.67 87.94 89.43 87.11 89.01 87.33
690 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.68 88.41 87.27 87.78 88.52 88.79 87.12 88.70 89.16 86.37 87.44 87.55 87.41 87.48 88.45 89.62 88.15 88.73 89.62 88.96 89.00 85.07 85.97 86.92 87.00 83.86
691 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.04 87.96 86.94 88.85 86.62 89.99 89.39 88.83 88.45 86.84 89.44 88.42 88.21 87.83 87.46 87.62 87.70 87.52 88.61 89.37 85.23 86.60 87.81 86.55 86.83 88.51
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 87.97 88.70 88.15 89.37 87.12 88.74 88.80 88.05 87.45 88.02 88.27 88.90 89.14 87.25 86.94 89.88 89.25 87.99 88.95 89.23 88.67 84.55 88.17 85.96 88.95 85.49
721 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.16 87.08 89.06 89.11 87.37 87.53 87.82 87.66 89.88 85.74 89.81 88.53 89.44 86.34 88.81 90.44 85.71 87.39 89.68 88.73 87.81 83.97 85.49 87.12 87.33 85.58
722 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.67 89.56 87.78 87.96 87.80 89.40 89.24 86.43 87.45 88.27 90.11 88.93 87.89 87.30 87.94 89.08 88.46 87.34 89.21 89.46 88.80 86.72 88.67 87.07 86.31 88.25
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.74 89.10 87.23 87.22 88.23 89.71 89.03 89.05 87.87 88.07 89.98 87.70 89.38 87.81 87.19 89.51 88.24 86.32 88.82 88.39 86.85 86.51 88.12 90.21 86.72 88.30
752 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 86.86 88.75 86.61 89.47 87.95 88.40 87.57 90.03 87.56 88.02 89.04 89.87 88.63 88.70 88.92 89.67 87.24 88.21 89.49 87.71 86.00 86.39 88.97 85.65 87.55 85.25
753 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.39 89.10 86.20 88.44 86.49 88.96 89.13 88.45 86.85 88.30 89.68 88.72 89.15 88.41 87.94 88.62 86.77 88.28 89.86 88.27 85.86 87.66 84.83 86.39 85.32 84.81
754 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.36 87.43 88.19 88.07 87.29 89.25 88.91 88.74 87.78 88.47 87.05 87.94 88.61 87.68 88.03 89.21 89.30 87.88 89.05 88.99 86.80 86.78 86.55 87.04 88.75 85.76
755 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.09 86.74 89.15 89.76 88.42 88.51 88.73 89.16 89.21 86.91 89.42 89.63 87.42 87.57 87.36 87.80 88.18 89.18 89.19 88.68 88.43 86.17 87.40 86.62 85.32 82.65
784 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.49 89.67 88.30 85.72 86.49 88.78 87.61 87.71 87.58 87.98 89.22 88.42 88.96 88.35 86.51 90.71 87.68 89.20 89.00 89.03 86.64 87.03 88.55 88.25 86.57 86.41
785 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.51 88.40 87.41 88.77 87.34 88.68 86.59 87.63 88.68 88.98 88.38 89.62 89.28 86.89 88.97 88.22 87.02 87.72 89.99 89.80 88.27 86.06 87.45 85.85 89.33 84.47
786 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.48 88.43 88.18 86.66 85.42 89.37 88.75 87.78 87.17 85.63 88.09 87.23 89.20 87.25 88.40 88.46 87.43 88.84 89.16 88.77 85.99 86.96 87.10 85.38 87.63 86.72
787 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.61 88.87 87.74 88.05 88.22 87.83 89.92 87.93 88.58 86.37 88.86 88.36 84.80 86.49 88.86 89.43 86.32 88.81 89.39 88.41 88.17 86.55 87.19 87.19 86.48 86.29
816 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 87.93 89.65 87.93 87.16 89.08 88.15 89.77 88.48 88.74 87.59 89.46 87.56 88.94 88.73 88.41 88.25 88.04 88.33 87.71 88.95 85.36 82.39 85.94 84.56 84.49 87.00
817 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.97 88.65 88.16 85.91 88.04 88.22 87.37 87.46 89.63 88.60 87.35 89.64 89.65 89.01 88.53 87.67 86.67 88.40 86.58 88.65 85.29 84.80 87.61 86.44 88.23 86.60
818 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.71 88.15 86.33 87.49 88.23 88.59 89.47 88.03 89.05 86.60 89.50 88.44 87.41 86.70 87.87 87.97 86.53 88.53 89.64 89.45 84.85 86.31 88.61 86.53 86.26 87.08
819 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.18 88.79 87.45 88.05 88.31 88.26 85.65 88.77 87.70 88.41 88.65 88.59 88.02 88.29 89.69 88.46 88.69 86.19 88.92 89.64 86.54 86.26 86.79 87.69 87.03 84.19
848 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.95 85.40 87.12 85.95 88.09 89.67 88.32 86.57 87.89 86.96 88.66 87.88 88.62 87.27 88.24 88.29 88.35 87.47 89.87 87.20 86.51 86.13 88.08 85.90 86.44 85.65
849 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 87.53 87.91 87.54 87.88 87.69 88.02 87.64 88.19 88.27 86.48 88.57 89.41 89.00 86.44 86.33 89.44 88.35 88.94 89.71 88.36 84.06 86.42 86.34 84.71 84.44 84.91
850 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 86.25 85.62 88.09 88.98 86.94 89.04 86.13 86.54 87.24 87.36 89.54 88.57 86.54 86.43 86.59 87.40 88.44 87.30 89.06 87.74 85.17 87.53 86.50 86.76 86.07 85.20
851 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 83.67 87.45 86.92 86.60 87.71 89.00 87.59 88.09 87.21 87.71 88.30 88.66 87.37 86.82 88.10 87.82 87.47 88.48 89.37 86.80 85.67 86.44 87.21 85.81 87.79 86.77
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.23 89.01 86.20 89.37 88.35 89.75 88.45 88.43 88.41 88.25 89.38 88.67 87.98 87.85 87.37 89.46 87.92 89.49 89.68 88.69 88.05 87.98 87.91 87.29 87.62 87.76
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.81 88.57 87.13 87.27 87.29 89.47 88.33 88.86 87.06 87.34 89.51 88.43 90.39 88.03 87.27 88.08 89.45 89.05 89.54 88.30 87.53 85.36 87.72 85.23 90.05 87.44
882 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.07 88.11 87.84 88.53 87.75 89.28 87.39 88.51 87.40 87.78 88.40 89.16 88.02 86.50 88.90 89.76 88.14 88.56 88.87 88.65 86.55 85.49 88.71 88.40 88.92 86.83
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.30 87.69 87.93 89.28 89.64 88.61 87.96 87.01 87.46 88.00 89.10 89.21 89.38 88.28 87.80 88.04 88.05 87.96 90.25 90.14 89.06 86.64 89.14 89.09 88.90 88.93
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.13 89.36 87.28 86.26 87.91 88.96 87.25 89.23 87.64 88.59 89.78 89.69 88.81 88.03 89.17 89.24 87.58 88.98 89.99 89.73 87.82 86.06 88.19 88.47 89.23 87.64
913 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.45 88.85 87.32 87.43 87.78 89.90 88.00 87.85 86.90 87.77 89.95 89.25 88.41 88.29 88.87 88.68 87.15 88.06 88.87 89.93 85.42 85.57 88.53 86.95 86.62 87.89
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.61 88.39 87.05 88.62 88.04 87.77 88.73 89.97 88.32 87.08 88.74 90.18 89.95 89.03 87.94 89.49 87.60 88.50 89.41 89.90 86.96 87.09 89.17 85.81 86.65 86.22
915 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.48 87.95 87.70 89.71 88.05 89.39 88.79 88.47 87.45 87.89 87.77 88.84 88.99 87.31 87.39 89.33 85.69 88.78 89.98 89.34 88.66 86.85 87.48 85.75 84.87 85.86
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.13 86.27 88.88 88.37 87.65 89.47 87.71 88.04 88.59 88.31 87.66 88.91 88.57 87.90 89.23 89.69 88.20 89.59 89.63 88.66 87.55 87.03 88.05 86.29 89.09 86.88
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.84 89.49 90.43 88.18 88.42 89.03 87.39 88.30 88.86 85.99 89.92 90.73 87.73 87.87 87.46 88.47 88.21 88.20 90.00 88.59 85.96 88.46 89.49 86.61 86.70 86.30
946 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.53 88.48 87.75 87.74 88.83 88.01 88.02 86.36 88.94 86.79 90.40 89.74 87.46 88.64 87.36 87.59 88.83 87.32 87.44 90.16 86.17 86.82 87.62 88.85 87.25 85.43
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.89 88.44 87.91 87.03 87.66 90.21 88.65 87.63 88.21 87.99 89.28 89.77 89.53 88.33 88.04 88.78 87.42 90.00 88.57 89.16 87.37 88.50 87.27 85.68 86.66 87.13
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.58 87.89 87.54 88.29 88.79 88.90 88.41 89.25 89.06 87.39 89.15 88.28 88.98 87.28 87.66 89.18 89.29 88.44 88.93 90.06 87.99 86.81 88.34 86.71 86.91 85.33
977 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.26 87.68 87.31 87.65 88.00 89.02 88.33 88.03 87.71 87.49 89.10 90.34 88.42 87.64 87.61 87.73 87.32 88.15 88.45 89.39 86.92 87.49 87.10 87.69 88.40 87.77
978 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.87 89.52 87.77 87.19 88.46 89.67 88.19 87.50 86.87 87.82 88.24 88.27 87.87 88.30 87.74 88.01 86.92 89.06 89.16 87.78 87.18 86.64 87.67 84.56 87.53 87.43
979 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.73 88.76 88.15 89.64 87.76 88.15 87.46 87.76 87.99 86.21 89.50 90.66 89.47 87.83 88.39 88.48 89.12 87.80 88.96 89.10 85.88 85.90 87.78 86.63 87.55 87.42
1008 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.00 86.86 87.42 86.78 88.14 88.63 88.67 89.14 88.37 87.75 88.49 88.14 88.69 88.41 87.99 89.42 87.16 89.37 89.96 88.86 87.09 87.74 88.44 85.94 85.62 88.28
1009 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.78 89.64 88.39 88.94 87.73 88.24 86.87 88.24 88.04 86.43 88.65 89.88 87.59 86.32 86.70 88.69 88.31 87.79 88.05 89.57 85.43 84.97 88.43 87.39 85.69 85.65
1010 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.62 87.12 86.31 87.73 87.96 89.50 88.90 88.96 88.16 87.96 88.42 88.62 90.14 87.26 88.51 87.77 89.45 88.04 88.68 90.33 86.26 87.88 86.87 85.65 87.62 85.66
1011 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.88 86.86 88.20 89.53 86.20 88.37 88.68 89.35 87.41 87.98 87.66 89.11 88.83 88.51 88.73 88.26 87.86 88.91 89.50 89.43 86.05 86.23 88.97 85.40 87.59 84.56
1040 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.85 88.99 87.44 88.05 86.97 88.68 87.28 89.95 87.92 87.89 87.97 87.46 89.39 87.53 88.23 87.60 86.92 88.73 88.20 90.09 90.22 86.83 89.66 86.45 85.89 86.32
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.79 88.99 86.78 87.83 88.48 88.44 88.43 89.34 88.32 87.79 88.75 89.69 87.31 90.30 89.11 88.73 88.62 88.01 90.02 89.02 88.07 87.04 87.65 85.24 86.86 87.37
1042 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.05 88.71 89.14 87.66 87.95 88.18 88.01 88.70 87.81 88.22 87.55 88.82 88.12 87.52 87.24 88.43 89.48 87.81 90.24 89.62 86.11 87.41 88.23 86.47 86.61 88.08
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.13 89.57 87.28 88.19 88.31 89.92 87.48 89.11 87.70 87.25 89.40 89.47 89.57 86.85 88.63 88.78 88.31 88.08 88.84 89.09 89.22 89.45 88.37 85.15 85.28 86.25
1072 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.92 88.78 87.44 88.38 86.61 88.88 88.28 88.22 87.10 87.43 88.05 88.62 88.01 87.35 88.09 88.35 87.63 87.86 88.83 87.51 86.27 86.40 86.96 88.30 90.38 86.66
1073 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.54 88.62 88.51 87.11 87.32 89.29 87.57 87.08 88.66 86.66 87.19 88.38 87.92 86.83 87.84 88.42 89.15 87.75 85.57 88.01 86.61 85.02 86.80 85.62 87.48 86.94
1074 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.35 88.03 86.22 87.30 87.95 87.34 85.99 87.61 87.64 85.98 88.12 88.34 89.21 88.61 88.08 89.67 86.31 87.88 88.04 89.93 85.90 87.11 89.20 87.80 88.41 88.79
1075 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 87.83 89.47 86.95 89.02 85.61 88.82 87.38 88.27 88.31 87.46 87.33 89.33 89.15 88.38 87.97 88.58 87.08 87.72 88.89 88.28 86.89 84.60 86.38 87.15 88.83 86.29
1104 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 88.80 87.76 88.62 86.34 87.82 88.07 87.94 87.07 87.46 87.19 89.40 88.88 87.70 87.69 86.68 88.25 87.31 88.24 87.91 88.17 86.34 85.04 87.68 83.83 88.14 86.14
1105 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.58 87.90 87.35 87.56 87.32 88.06 88.05 87.20 88.68 87.67 89.33 89.90 87.71 87.49 87.83 87.59 87.79 88.00 88.84 88.57 86.30 86.61 86.88 86.07 85.85 83.39
1106 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.39 86.87 88.65 86.82 88.89 89.51 85.86 88.70 87.89 87.01 87.28 89.89 88.76 86.76 86.74 88.94 87.69 86.71 88.46 89.43 85.49 85.91 88.39 86.99 89.04 86.56
1107 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.56 89.18 87.83 89.80 88.53 89.14 87.31 87.43 87.97 89.12 88.21 86.76 89.37 87.11 88.63 90.16 87.80 88.14 88.65 88.54 87.78 86.87 88.24 86.08 86.55 84.51
1136 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.17 86.85 89.75 87.33 87.55 88.09 88.48 87.03 86.51 87.96 87.49 88.89 89.11 84.04 86.02 86.19 86.87 87.35 87.72 88.33 84.90 84.42 89.17 85.21 87.26 85.11
1137 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.69 87.14 86.87 85.73 87.36 87.96 88.45 87.30 85.45 86.55 89.10 87.56 88.60 86.56 87.97 88.98 86.81 90.24 88.55 89.00 82.04 85.85 84.67 86.93 83.39 87.87
1138 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.52 87.67 89.05 88.33 87.40 88.96 88.21 87.51 87.22 86.33 88.40 88.35 87.11 87.79 88.44 88.44 86.79 88.17 89.54 88.08 87.81 86.03 87.63 85.56 86.17 87.08
1139 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 86.06 88.82 89.16 87.34 88.14 89.20 88.94 89.50 88.29 87.87 86.74 89.24 87.87 86.71 87.48 88.42 86.55 87.27 87.48 90.48 85.72 85.25 86.75 87.29 86.93 85.64


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 89.60 89.36 89.82 87.84 90.03 90.43 87.54 88.15 87.81 89.41 90.68 88.86 89.65 92.02 86.08 89.97 91.27 90.44 88.64 88.41 87.97 88.25 91.58 88.59 89.37 88.03
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 91.64 92.77 91.87 88.97 93.17 89.31 85.16 90.00 90.29 87.63 89.91 89.61 89.42 92.77 89.45 89.82 90.77 89.55 89.03 90.86 91.87 89.51 89.72 88.17 88.49 88.15
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 89.26 90.00 88.82 90.09 92.25 91.05 88.78 92.03 92.95 88.56 91.47 90.29 92.04 92.47 90.55 91.77 89.43 90.58 91.14 89.28 90.15 91.54 90.69 89.68 89.26 91.22
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 24.42 90.39 89.94 90.59 89.97 91.04 89.92 91.62 92.69 88.78 90.91 91.00 91.37 90.77 88.66 90.71 24.42 88.81 90.53 90.88 90.54 89.38 91.44 90.91 92.50 24.42
48 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.36 90.67 90.86 92.14 84.91 89.79 88.19 87.06 92.83 89.41 90.65 90.48 89.92 90.70 89.14 89.78 90.92 90.78 88.93 90.36 91.81 89.03 89.25 89.98 90.41 89.28
49 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 91.90 90.84 91.56 90.97 91.09 90.08 92.36 90.11 90.13 89.76 91.51 89.75 91.23 90.29 89.45 92.15 90.99 88.84 89.50 92.96 89.35 91.16 91.11 89.25 89.98 89.46
50 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 91.05 90.41 92.42 88.31 91.07 90.80 92.15 90.50 88.73 91.87 89.63 90.30 90.94 91.52 88.87 91.08 89.20 88.11 92.23 91.09 88.06 87.28 90.25 90.82 91.29 89.98
51 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.29 89.14 92.23 89.83 91.63 93.20 90.57 90.13 89.64 88.69 91.64 89.59 91.14 89.77 89.81 90.65 90.74 90.68 91.76 90.62 89.56 90.45 90.23 90.66 90.94 92.76
80 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 92.20 92.76 90.75 90.46 89.98 89.70 91.11 90.95 90.77 87.73 89.94 91.44 91.39 88.89 91.12 90.18 91.19 89.71 90.09 91.41 91.61 89.28 87.59 87.77 91.01 89.08
81 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 84.97 90.16 92.32 90.48 88.43 91.45 91.06 87.51 90.89 90.38 90.17 91.48 88.77 90.13 90.78 91.27 92.45 92.38 89.93 88.52 91.03 90.55 91.10 91.09 89.36 89.55
82 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.97 91.51 88.20 89.28 90.39 88.07 91.96 89.52 92.49 90.85 93.11 90.61 91.73 90.31 90.12 90.68 91.38 91.58 91.29 89.41 90.55 92.63 88.94 91.08 88.47 87.96
83 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.53 92.77 91.72 92.05 89.23 91.06 93.01 90.83 90.02 89.35 91.96 91.68 90.67 90.58 89.74 90.82 89.10 89.54 90.28 92.06 88.91 90.62 89.45 88.23 92.81 88.74
112 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 89.00 88.88 91.19 88.20 93.29 90.41 86.20 89.26 89.95 90.22 90.71 88.56 90.72 90.03 89.21 89.39 88.80 89.14 91.29 89.96 90.35 88.25 90.42 88.69 90.79 91.08
113 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 89.56 90.89 92.80 90.89 92.74 90.70 91.45 89.75 90.09 89.26 88.24 90.88 91.13 89.19 89.79 89.88 90.41 90.22 91.64 90.88 91.54 91.86 91.87 90.38 88.26 89.44
114 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.68 90.83 89.95 88.72 91.90 90.55 89.84 91.54 91.95 90.70 89.73 87.77 93.23 88.47 86.26 90.16 90.16 89.37 89.43 89.65 91.46 89.81 90.69 88.73 91.91 88.62
115 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 92.64 91.76 93.24 89.82 90.15 88.30 91.32 89.65 90.20 89.36 90.77 93.05 90.83 89.97 91.78 90.61 91.37 89.76 90.12 90.87 91.13 89.08 92.58 89.16 89.33 92.51
144 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 90.59 87.07 89.36 88.76 89.89 90.27 90.65 91.49 88.70 89.92 89.29 88.88 91.07 87.82 89.41 90.30 89.92 89.68 91.90 92.02 89.53 90.57 89.89 89.19 85.82 91.55
145 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.15 89.83 93.00 90.37 90.79 89.82 91.51 90.31 89.38 90.24 89.16 91.80 91.38 89.53 89.49 91.10 90.46 91.86 92.76 91.71 89.68 88.84 90.00 87.84 89.40 91.32
146 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.21 90.55 92.96 92.14 90.63 91.24 89.69 92.29 93.08 90.11 90.51 91.07 91.21 90.37 88.55 90.25 89.82 90.09 92.99 90.03 91.00 90.15 91.84 89.25 89.34 86.46
147 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 93.18 92.70 92.07 90.85 91.58 91.41 92.28 92.67 92.11 90.91 90.37 92.00 93.60 91.41 88.16 91.88 89.36 89.48 92.16 90.07 92.34 91.12 90.22 89.82 88.30 91.11
176 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.06 89.78 90.79 89.96 90.85 89.18 90.10 86.76 89.68 90.26 91.72 88.00 93.69 87.40 89.10 89.57 92.72 88.05 91.24 92.91 90.23 90.53 90.65 88.49 87.80 88.49
177 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.94 93.12 93.11 92.98 92.63 93.09 91.62 92.97 93.19 90.26 88.16 90.87 92.08 92.68 89.86 92.63 93.49 92.13 93.53 88.13 90.42 91.31 91.01 91.15 91.56 90.70
178 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 88.45 93.21 91.96 89.72 92.90 90.70 90.02 88.44 91.52 88.72 88.66 89.79 91.42 90.69 92.33 91.01 93.95 90.84 88.72 90.92 90.69 89.52 91.14 90.14 90.16 89.95
179 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 91.67 91.78 93.22 92.29 92.81 92.55 89.31 90.77 90.07 91.29 92.60 91.80 89.58 90.35 87.96 90.69 92.17 91.20 90.03 93.61 92.35 90.88 93.23 87.18 90.93 90.48
208 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 90.55 93.06 90.04 91.03 90.27 89.91 90.64 90.69 90.13 88.79 88.02 90.06 90.17 90.64 89.92 93.25 91.09 89.60 91.01 91.66 90.23 89.63 91.95 89.31 91.72 92.91
209 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 90.76 90.95 91.67 93.33 88.22 90.29 90.16 89.21 90.21 89.17 92.43 91.55 90.87 90.28 90.16 90.83 89.09 87.32 91.63 91.58 91.49 90.41 94.46 88.87 89.90 89.12
210 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.71 88.83 89.75 91.34 87.36 91.31 88.59 90.44 90.02 90.21 89.77 90.39 89.09 90.69 90.63 89.23 89.71 91.16 88.99 90.65 90.66 88.25 91.79 89.60 87.46 88.97
211 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 91.77 90.45 91.80 90.29 90.49 90.99 90.29 89.58 92.03 90.98 88.78 89.84 90.90 90.57 88.24 92.92 90.31 87.04 90.61 91.14 89.99 89.69 92.85 90.08 91.29 88.36
240 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 89.48 90.08 89.86 88.96 91.46 88.99 90.77 90.07 90.55 90.74 90.20 88.32 89.23 91.14 91.05 89.98 91.88 91.24 91.15 89.93 89.10 90.62 90.85 89.45 87.72 90.56
241 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.42 89.98 92.35 92.10 89.46 90.00 91.67 88.45 90.95 92.06 90.75 91.20 90.44 89.05 90.82 92.20 91.17 88.70 92.43 90.33 90.67 89.73 92.08 92.52 92.22 91.48
242 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 91.19 88.68 89.88 91.20 92.72 90.60 91.95 89.21 91.00 89.02 90.77 88.08 90.83 91.21 89.49 90.07 90.10 90.12 90.98 89.46 90.74 90.80 89.42 88.59 90.75 90.17
243 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 89.09 89.67 88.83 88.87 91.40 90.34 91.31 90.79 90.82 88.28 89.51 89.41 91.57 91.33 87.77 90.44 90.55 90.94 90.68 90.64 89.92 90.86 91.79 90.28 87.85 89.89
272 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 90.58 89.07 91.29 91.29 90.80 89.13 90.57 87.94 89.49 92.13 90.49 91.49 89.95 87.75 87.83 89.66 89.23 89.38 90.92 92.16 91.93 89.24 87.49 90.33 87.65 89.21
273 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 91.15 91.32 92.01 92.00 91.65 91.04 90.68 90.35 89.58 89.99 90.09 89.74 90.30 91.26 89.54 89.86 91.75 91.34 90.13 91.40 88.88 88.34 91.04 90.12 90.97 88.14
274 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.35 91.84 88.26 90.79 91.76 89.80 89.33 88.72 91.07 90.91 91.28 87.37 90.27 88.82 91.36 91.60 91.48 91.93 90.11 90.39 88.68 88.59 90.70 87.63 90.79 89.88
275 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 91.58 90.82 90.52 89.70 91.41 88.79 89.36 90.78 91.34 90.75 91.85 90.98 91.38 88.95 90.98 90.95 91.40 89.73 91.40 91.96 90.07 89.51 89.75 90.60 92.43 90.54
304 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 88.46 90.30 89.63 90.25 87.48 89.07 90.38 89.48 90.59 89.71 91.18 88.17 90.34 87.92 88.78 87.80 89.47 89.74 88.95 87.86 87.98 90.86 89.72 90.90 90.79 89.81
305 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 89.99 92.56 91.25 88.67 90.52 91.45 88.99 91.12 90.69 87.77 91.97 89.82 91.58 87.39 87.23 90.95 89.08 90.64 91.44 91.35 90.93 89.67 91.11 87.15 90.78 88.01
306 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 89.32 90.33 90.55 89.65 87.15 90.49 90.04 88.51 86.74 86.34 90.08 90.23 88.69 89.57 89.71 89.66 87.39 88.46 91.09 88.65 89.10 89.32 90.02 90.88 88.51 87.42
307 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 89.65 91.31 91.31 88.58 88.58 91.00 89.10 88.73 88.34 86.69 91.51 89.87 88.86 90.02 87.78 91.96 91.99 91.90 91.42 91.47 91.52 90.55 89.60 89.77 89.47 89.17
336 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 89.87 88.83 91.77 90.32 92.30 88.40 90.09 92.42 92.06 91.58 89.46 90.03 88.74 91.77 91.00 88.15 91.29 91.60 92.03 89.97 88.27 90.34 89.58 90.92 89.27 88.09
337 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 88.65 90.79 92.49 92.31 93.78 88.81 91.83 93.22 93.18 92.78 90.97 89.99 91.87 90.66 91.88 89.88 91.47 89.59 93.03 93.56 91.83 90.89 91.37 90.19 91.34 90.55
338 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 89.62 90.90 94.03 88.95 93.14 88.81 88.97 90.57 89.57 89.37 89.66 91.42 89.99 89.19 90.11 90.23 91.80 90.23 88.28 91.87 91.34 91.68 92.54 91.49 89.17 89.56
339 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 90.66 92.24 91.12 91.71 92.52 91.82 91.79 91.16 91.41 92.72 91.59 92.36 91.15 91.43 92.15 89.15 92.63 87.52 90.75 89.99 90.76 89.93 90.52 90.72 88.39 89.31
368 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 91.68 87.33 91.20 91.97 91.85 91.62 91.26 86.75 90.40 85.00 89.62 90.57 92.49 91.08 89.02 87.31 93.03 88.34 90.84 89.71 91.50 89.79 92.33 68.43 92.61 90.16
369 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.83 91.26 91.84 91.28 91.50 91.04 90.45 91.11 91.61 91.33 90.86 87.42 90.63 92.84 89.31 93.02 94.42 91.86 92.09 91.53 92.05 91.63 90.43 89.52 89.73 90.80
370 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.26 91.09 93.86 87.96 91.31 89.22 91.54 93.75 92.43 92.60 91.07 92.59 91.54 92.44 90.46 90.73 91.54 92.04 91.87 92.36 91.13 91.58 87.74 90.58 90.58 91.91
371 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.74 92.87 90.66 91.71 93.65 92.07 92.07 92.13 92.26 91.20 91.29 90.27 91.40 90.92 91.24 89.71 90.41 94.16 88.82 91.14 91.36 91.14 90.62 90.34 90.08 90.50
400 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.68 90.76 89.43 87.74 88.54 88.94 91.25 88.99 89.56 88.61 91.56 89.19 90.32 90.03 87.97 90.78 89.82 88.58 91.76 91.63 92.04 91.89 89.36 86.61 88.82 89.92
401 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 90.32 90.47 93.16 88.51 89.75 90.33 91.33 91.63 92.25 90.35 92.79 91.95 92.35 90.08 87.17 92.22 89.26 91.54 91.53 90.93 92.44 88.83 92.97 90.31 90.98 91.20
402 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.57 92.43 92.27 91.78 91.46 90.05 92.31 92.06 90.55 91.00 91.62 89.27 92.10 92.48 88.44 91.74 90.30 90.66 89.80 92.73 90.84 90.65 90.29 89.59 91.51 90.25
403 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 89.31 89.39 92.31 87.37 91.11 90.41 92.56 89.02 88.21 88.76 89.52 88.69 89.70 90.63 90.73 91.20 90.96 91.69 90.18 89.72 89.93 89.13 89.12 89.49 88.00 91.77
432 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 88.39 88.23 90.46 90.00 89.82 88.31 90.93 88.74 88.17 87.75 89.56 89.48 89.42 90.13 86.90 90.61 88.99 87.39 90.75 87.76 88.81 89.13 89.51 89.48 87.92 90.29
433 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.22 92.27 91.29 92.47 92.21 93.19 91.50 89.31 90.83 91.12 91.88 87.94 92.01 90.80 89.43 93.32 92.35 88.61 89.93 90.60 90.00 92.10 91.13 92.81 89.20 89.61
434 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.54 91.59 94.11 92.28 92.74 92.44 91.85 91.32 91.59 90.50 91.43 91.67 90.85 91.35 90.81 90.55 91.25 90.09 90.89 91.23 89.03 92.49 91.83 91.74 88.83 90.54
435 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.47 91.51 90.25 90.01 90.18 88.99 90.38 90.56 93.00 91.56 91.13 90.15 92.03 91.17 90.33 92.30 89.77 92.42 90.39 92.30 92.21 91.04 90.93 90.60 91.29 90.10
464 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 91.48 90.87 90.43 91.33 89.32 88.86 91.75 92.32 91.43 88.73 89.44 90.44 91.44 93.57 88.25 90.91 89.25 89.93 93.47 91.89 89.04 89.32 91.58 90.69 90.36 90.94
465 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 90.94 92.01 91.43 92.71 93.75 91.30 92.29 90.87 90.43 92.55 93.03 89.70 90.78 92.25 90.79 93.51 93.28 90.09 92.45 91.21 90.39 91.02 90.10 91.13 89.20 90.06
466 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 91.59 91.73 92.29 89.35 91.51 89.93 90.32 89.66 89.82 90.85 93.03 91.70 91.41 92.07 91.73 90.65 92.58 90.05 93.79 89.82 92.05 90.25 89.38 90.00 91.07 91.00
467 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 89.19 90.76 89.64 89.62 92.74 91.28 88.19 92.74 92.57 89.72 91.85 89.86 90.87 90.00 89.73 91.70 92.48 92.36 92.95 92.69 89.87 91.88 92.37 88.29 89.16 92.05
496 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 88.00 90.52 89.94 90.19 91.91 88.05 91.91 89.81 90.73 88.15 88.89 87.81 92.61 88.79 89.47 92.12 90.60 90.61 89.35 91.17 91.41 88.26 86.74 90.53 87.87 90.73
497 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 89.75 89.44 92.13 90.73 91.14 89.60 91.78 90.53 91.28 90.04 89.90 90.18 89.36 91.16 89.82 88.78 89.81 90.43 92.66 91.07 90.01 90.94 89.36 90.53 89.86 92.26
498 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 90.85 91.68 91.71 88.09 90.08 90.71 91.10 90.93 89.28 93.89 90.11 90.87 91.12 91.23 89.66 88.87 91.39 88.89 92.09 89.37 89.75 89.43 89.62 88.95 91.71 91.96
499 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 91.87 91.56 91.71 90.20 90.33 90.87 89.95 92.26 90.10 90.78 90.96 90.72 89.49 92.20 89.67 90.97 90.93 89.91 92.04 87.63 90.14 89.08 89.20 92.16 89.25 89.52
528 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 90.64 88.32 90.02 92.33 92.80 88.69 91.48 89.29 90.24 92.02 90.26 90.29 88.80 91.88 89.38 88.05 91.12 86.13 89.41 90.03 89.28 88.22 89.10 90.66 88.82 90.69
529 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 93.16 91.26 89.61 89.15 92.20 90.33 91.26 90.59 91.22 91.43 90.85 90.45 92.12 90.25 91.01 90.10 88.75 90.07 90.64 88.48 89.96 90.79 90.55 92.47 87.96 89.69
530 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 91.42 90.42 91.61 90.43 90.31 89.06 91.14 89.51 89.39 89.13 87.71 90.09 90.02 87.20 89.63 89.98 92.75 90.86 91.90 90.27 89.46 90.08 91.22 87.36 92.47 91.83
531 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 92.09 89.25 92.48 90.53 90.60 90.32 90.85 91.98 90.46 89.09 89.81 90.82 90.81 90.21 88.52 91.74 88.37 88.30 90.74 90.78 91.91 90.84 87.72 89.77 91.43 88.31
560 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.11 92.79 90.80 93.29 92.98 88.75 92.02 88.83 91.91 88.78 92.45 92.82 89.95 91.45 90.96 90.09 89.66 90.96 90.47 92.53 88.58 90.79 91.30 90.01 89.98 88.19
561 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 92.16 90.97 92.64 89.19 88.43 90.49 87.71 89.67 88.16 89.81 90.07 90.19 91.38 92.91 88.33 89.77 90.73 91.43 92.81 89.81 89.81 89.80 91.86 88.13 89.21 90.31
562 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.68 89.13 90.03 90.80 89.11 89.85 90.48 88.66 90.34 87.99 92.06 90.20 91.32 88.98 91.58 91.79 92.81 91.22 93.09 90.52 89.74 84.16 90.21 88.27 90.79 91.05
563 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 90.69 89.80 90.18 91.46 89.35 91.75 91.14 89.63 91.94 90.45 89.00 91.46 91.39 89.78 92.78 90.50 89.61 91.30 92.13 90.88 89.68 90.18 91.57 89.91 90.27 91.70
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.47 90.85 91.20 90.33 90.72 89.37 90.82 89.44 90.10 90.75 91.81 87.67 87.50 89.03 88.52 91.38 91.02 87.06 89.02 90.84 89.47 90.28 92.47 90.36 90.03 90.30
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.09 89.08 91.31 88.50 90.93 88.12 88.43 88.34 89.03 89.13 90.22 86.26 88.42 91.09 90.61 89.85 89.80 88.64 89.68 87.51 89.84 86.03 91.83 90.27 88.90 88.38
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.70 88.82 89.47 89.66 89.56 89.01 90.81 89.37 91.57 88.43 89.41 87.25 87.52 87.17 88.38 90.75 90.19 88.70 91.13 90.57 88.90 91.22 91.09 89.63 90.92 88.83
595 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 91.08 87.41 88.03 89.56 89.79 89.14 89.84 89.55 89.86 91.31 88.95 89.58 88.72 89.73 90.68 89.83 89.81 91.12 89.18 88.52 89.46 86.83 92.41 90.83 88.62 88.69
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.60 91.80 91.85 90.32 90.22 90.76 90.26 90.04 88.19 91.03 91.77 88.85 88.67 89.18 90.59 89.10 89.65 89.19 90.35 89.48 91.58 90.95 91.44 91.23 92.51 87.19
625 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.34 90.07 91.55 91.30 91.42 91.93 90.58 89.21 91.09 89.58 93.67 89.67 90.76 92.30 89.84 89.73 89.24 90.86 92.46 91.46 90.54 90.41 91.22 87.95 93.22 91.34
626 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.80 89.63 90.81 89.40 91.31 92.77 91.16 90.10 91.64 89.61 89.66 90.55 91.85 89.43 90.58 90.13 92.17 90.29 91.48 91.31 90.46 88.99 92.61 88.23 91.08 88.33
627 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.06 91.28 92.04 90.99 90.02 88.57 90.56 89.59 90.43 90.68 90.81 89.06 88.70 89.42 89.06 89.54 91.03 86.35 90.80 88.81 90.66 90.79 92.48 90.31 90.07 86.81
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.34 91.98 90.95 89.79 91.76 91.08 91.38 90.56 93.00 91.02 93.03 90.73 89.06 91.03 90.85 90.41 90.58 90.96 91.67 90.54 89.48 89.58 92.09 91.36 88.23 92.32
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.10 92.05 93.21 91.33 90.33 92.04 89.95 90.99 90.56 90.80 91.04 90.17 88.58 91.53 89.85 90.49 91.84 91.01 91.65 84.31 90.38 89.80 92.55 91.63 92.65 88.71
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.30 89.72 90.55 91.50 89.86 89.43 91.34 91.95 85.48 92.67 89.72 88.13 90.66 91.82 89.51 90.11 91.35 90.38 93.25 91.42 91.29 89.16 90.83 88.72 92.28 89.11
659 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.35 91.21 91.32 89.92 90.84 88.61 89.02 89.13 92.54 89.31 91.14 89.80 91.65 91.87 91.41 90.07 92.82 90.47 93.43 92.06 91.32 90.16 92.70 90.04 91.55 91.72
688 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.50 90.68 89.96 91.05 91.17 88.57 89.40 90.40 89.73 89.95 87.85 89.64 89.01 92.13 89.62 90.25 91.34 91.77 90.25 90.02 89.21 90.03 91.37 88.91 90.63 88.09
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.89 90.92 87.64 89.06 89.72 85.82 88.95 91.58 89.16 90.47 88.90 88.11 90.03 89.67 89.84 90.13 91.49 86.87 91.03 89.93 90.34 90.39 92.00 88.69 91.75 91.04
690 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.38 90.08 88.63 89.07 90.51 88.35 85.62 90.30 91.26 88.52 89.77 88.05 88.49 91.39 89.69 90.92 90.15 90.05 90.48 88.60 90.83 87.49 90.54 88.54 90.70 85.70
691 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.48 90.65 89.50 91.71 88.80 89.12 91.29 90.66 90.52 90.91 90.08 86.96 89.02 90.12 89.04 90.81 90.98 89.93 90.20 90.83 89.71 89.40 89.57 90.33 89.99 87.87
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.80 89.28 92.02 89.92 90.42 89.29 90.53 90.69 91.50 90.19 90.52 90.46 89.83 90.61 91.32 89.64 90.79 91.10 91.38 91.59 91.56 88.66 90.75 90.32 91.39 88.86
721 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.62 90.50 91.04 91.60 92.34 92.03 87.34 88.87 90.87 88.46 89.59 88.95 90.09 90.84 91.04 93.95 89.05 90.91 92.49 90.34 91.18 90.20 91.15 91.78 90.17 89.87
722 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 88.89 91.14 89.66 88.44 90.27 92.50 91.08 89.52 90.77 90.07 91.08 90.99 89.95 90.64 91.58 89.89 89.67 88.91 92.98 91.05 91.53 90.95 91.32 89.51 91.47 90.83
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.34 89.86 92.21 85.94 90.47 91.54 89.82 91.99 90.25 91.80 93.37 90.66 90.60 90.63 89.62 90.09 89.75 89.66 90.70 91.55 90.42 88.33 93.87 91.29 89.41 89.60
752 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.28 91.81 89.67 90.82 90.69 88.98 88.15 91.76 91.54 90.20 90.89 92.60 90.58 91.87 90.98 91.43 92.07 92.74 93.50 91.90 90.04 90.57 92.50 91.09 92.69 89.76
753 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.34 91.40 91.99 91.13 88.75 89.39 90.39 89.57 88.81 93.10 90.59 89.96 89.96 92.77 90.52 90.55 90.32 90.37 91.84 90.85 90.16 90.20 89.84 90.89 89.37 89.08
754 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.79 91.01 91.38 91.54 90.09 90.55 90.78 90.36 91.58 89.84 87.12 87.80 90.87 90.56 90.19 90.93 92.53 88.94 91.37 92.54 90.58 90.44 93.72 91.32 91.50 90.05
755 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.47 91.50 91.42 90.47 91.90 88.69 89.07 92.30 90.65 89.93 91.30 91.28 90.57 90.25 89.75 91.53 92.30 93.47 93.33 90.95 90.12 89.60 92.12 90.33 89.05 87.41
784 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.58 90.36 91.32 90.07 89.65 88.65 88.36 89.25 89.80 89.76 91.37 89.34 90.49 89.14 89.19 91.55 89.33 91.14 89.14 87.72 88.59 90.13 92.23 91.50 89.35 89.72
785 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.03 89.94 91.82 90.53 89.98 89.79 90.12 90.23 89.84 89.92 91.33 88.68 92.00 89.92 87.47 90.51 87.89 89.94 90.41 88.33 91.65 87.68 89.45 88.60 90.77 88.20
786 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.13 87.92 91.31 88.87 86.93 88.79 89.71 88.03 88.89 87.86 89.27 90.33 88.80 86.49 88.69 89.41 90.32 88.83 90.81 89.88 88.11 89.39 88.22 90.25 89.86 89.28
787 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.70 89.22 89.57 88.38 88.72 89.55 91.27 89.81 90.81 88.82 88.78 87.44 86.50 88.75 89.90 90.02 88.98 90.97 91.64 90.34 89.78 89.39 90.87 89.72 86.54 87.96
816 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.05 91.18 90.15 90.58 91.25 91.21 90.27 89.43 91.77 89.93 91.73 88.09 91.28 90.65 88.17 90.57 89.15 91.47 92.07 91.48 90.00 87.08 92.03 88.30 85.58 89.35
817 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 90.27 89.43 91.32 90.39 91.14 85.52 90.65 89.60 89.70 89.51 91.27 90.53 89.88 90.53 91.30 88.24 88.72 89.40 87.90 91.21 91.46 89.39 91.37 89.57 90.70 90.60
818 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.34 93.03 89.86 89.39 88.32 90.09 91.70 89.83 89.91 89.35 89.44 88.32 89.29 90.77 90.56 89.99 88.19 90.79 91.70 90.08 90.76 89.36 90.51 90.58 89.64 88.13
819 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.64 90.58 87.48 91.11 88.30 90.75 88.87 89.17 88.81 88.80 89.70 89.15 90.33 92.11 90.48 90.73 90.28 90.06 91.81 90.26 90.20 90.11 92.49 91.29 89.50 89.26
848 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.48 89.21 91.35 89.94 89.84 92.51 90.13 89.75 90.97 89.91 91.83 89.68 90.34 91.13 91.23 90.03 90.81 91.43 92.01 89.88 91.12 89.71 91.27 91.44 91.74 89.93
849 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.49 92.03 91.37 89.06 90.72 88.76 92.56 90.29 90.86 89.74 90.45 90.76 92.38 89.62 88.90 90.75 90.81 90.33 91.80 90.23 89.79 90.70 91.13 89.11 88.86 89.14
850 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.06 88.89 91.08 90.13 88.39 90.83 89.07 90.75 89.61 91.16 90.82 89.73 88.99 89.80 88.75 90.29 91.77 89.65 90.99 90.23 89.97 88.68 92.43 89.86 89.32 89.34
851 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.97 91.81 88.29 88.61 90.56 89.83 90.42 88.49 89.70 90.70 91.21 91.06 87.52 91.52 89.13 91.36 91.21 90.39 91.45 89.85 90.80 91.97 89.88 91.83 91.27 88.41
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.30 89.35 90.56 90.72 88.64 88.94 90.32 89.11 90.20 88.48 90.38 90.34 91.00 90.54 88.22 90.19 90.31 91.17 91.28 91.53 91.52 89.43 92.15 89.59 90.88 90.73
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.62 87.06 87.42 88.33 91.31 90.30 90.30 89.49 88.17 86.60 89.82 91.66 90.25 90.41 92.02 89.62 90.61 89.66 90.19 87.45 90.76 88.79 90.06 89.28 91.61 89.06
882 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.73 89.57 88.33 88.96 89.65 89.28 89.57 91.24 89.94 89.90 90.56 90.43 89.49 89.88 91.25 90.84 89.14 89.38 89.27 88.12 89.30 86.23 89.97 90.46 90.26 88.81
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.06 89.94 89.55 91.12 90.80 89.02 90.27 89.82 90.18 90.21 91.75 88.31 90.73 88.94 89.82 90.46 90.60 88.23 90.50 90.96 91.09 89.73 91.38 90.95 91.73 89.33
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.02 90.50 92.06 89.15 89.00 89.86 90.77 90.59 89.13 90.55 91.48 89.88 89.24 91.06 89.74 91.34 91.31 91.99 92.55 90.04 91.05 90.26 92.94 91.75 90.44 90.26
913 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.54 89.79 91.95 90.71 92.99 92.24 90.59 89.64 89.38 90.19 91.55 89.98 89.30 91.31 91.35 91.01 90.30 90.82 91.53 92.00 89.08 89.98 93.83 91.23 91.00 90.20
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.38 91.87 91.05 89.54 91.87 90.79 91.25 89.09 90.90 89.37 91.30 91.56 91.17 91.28 90.25 89.77 90.76 91.32 89.69 90.31 90.30 89.97 92.14 90.50 89.74 88.19
915 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.33 91.00 91.04 89.69 88.87 90.02 90.55 90.84 91.61 88.84 90.37 88.62 91.30 90.83 90.98 92.40 89.32 91.53 91.28 91.25 91.90 90.05 91.68 90.38 84.63 87.01
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.46 89.33 91.60 89.33 90.68 91.03 90.58 90.38 90.80 90.53 91.26 90.72 90.31 91.18 90.25 91.81 91.30 91.08 91.98 89.98 89.25 90.48 92.61 89.27 90.84 89.37
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.07 93.06 92.49 90.10 92.33 91.17 91.33 90.53 90.44 88.87 91.99 89.81 90.99 89.48 89.27 91.19 91.32 91.83 92.80 91.56 90.34 90.59 91.94 90.97 90.14 89.04
946 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.51 91.91 92.46 92.48 90.04 91.22 91.87 88.52 90.46 89.91 92.01 90.85 91.60 89.37 90.27 91.47 91.03 89.74 91.33 90.75 90.76 91.10 91.14 90.84 86.95 88.17
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.50 92.58 91.34 91.16 90.12 91.90 90.80 90.98 90.40 89.70 91.96 91.26 91.21 92.93 90.15 89.86 91.30 92.46 91.91 90.08 92.11 91.29 91.87 89.67 92.28 89.57
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.61 90.28 90.11 90.53 91.28 87.96 88.24 90.23 90.73 88.39 92.33 86.93 90.30 88.08 88.58 90.40 92.31 87.98 91.05 89.96 88.73 88.10 90.69 89.24 89.69 86.47
977 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.60 91.07 90.85 89.48 88.61 89.95 89.46 90.61 90.37 89.52 90.06 89.77 91.44 90.53 89.06 88.17 90.00 91.10 91.57 90.94 89.42 90.34 91.04 90.55 89.09 90.88
978 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.05 91.04 88.73 90.07 90.89 89.61 89.81 89.31 89.13 88.86 85.30 87.99 89.21 89.58 89.22 89.60 89.43 90.99 89.88 88.81 89.75 89.46 91.40 89.11 87.01 86.46
979 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.57 91.52 88.72 90.32 89.50 90.12 90.16 89.20 88.66 88.36 90.36 89.33 89.61 88.16 90.40 91.67 90.33 88.19 90.30 88.78 89.97 90.08 89.46 89.81 88.21 87.24
1008 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.05 90.26 91.19 89.20 90.23 89.12 93.29 91.86 93.63 91.08 89.93 89.29 87.46 92.51 88.14 90.18 91.90 91.24 92.34 89.46 89.59 89.11 92.82 87.13 88.73 90.10
1009 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.31 91.42 91.89 92.32 89.59 90.00 91.03 91.37 88.89 89.30 92.01 91.67 90.03 86.73 89.44 91.83 91.83 88.84 90.26 92.18 91.06 88.84 89.92 88.30 90.03 90.50
1010 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.26 90.29 92.35 89.59 90.82 90.99 90.69 92.37 92.37 91.18 92.05 89.21 90.42 88.55 90.56 91.83 90.04 89.61 91.92 89.14 93.41 92.04 92.13 89.17 90.20 90.67
1011 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 92.01 88.91 91.88 90.95 89.33 88.89 91.05 90.85 89.09 89.03 87.31 90.41 89.47 91.15 91.29 90.49 89.70 91.94 92.52 91.94 90.02 90.76 92.07 89.52 92.02 88.53
1040 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.54 90.48 90.43 90.72 89.68 92.47 89.77 90.87 89.81 91.25 89.57 88.33 89.76 91.22 89.53 89.60 89.35 90.36 93.26 90.40 92.46 93.29 91.81 90.94 89.75 90.11
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.57 92.98 91.90 89.79 93.14 89.03 90.14 89.61 90.40 91.41 89.81 91.74 88.99 91.21 90.85 91.66 90.80 91.92 92.26 92.91 90.59 90.89 90.79 89.98 91.70 90.79
1042 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 90.08 91.07 90.52 91.76 90.05 91.38 91.12 91.44 90.42 90.64 89.79 91.13 89.38 90.67 90.59 90.65 91.82 90.64 92.27 90.49 91.00 89.57 91.76 89.62 91.18 91.28
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 93.03 92.27 92.97 90.81 91.43 90.83 91.71 90.49 89.91 90.78 91.57 90.55 91.07 90.03 90.85 90.38 92.49 90.81 90.57 89.37 92.63 90.81 93.45 90.27 90.54 87.71
1072 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 91.70 91.55 92.26 88.42 88.52 89.99 90.70 89.38 85.98 89.46 90.50 88.95 89.16 87.63 91.12 90.45 87.56 89.16 89.33 90.53 89.47 87.47 89.91 90.09 90.64 90.44
1073 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.30 91.83 92.04 88.45 90.18 88.33 92.05 88.85 90.63 89.08 88.40 88.51 89.52 90.01 87.89 90.01 89.47 90.42 87.52 87.17 91.63 88.51 89.28 89.92 85.97 88.94
1074 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.90 89.75 90.53 88.23 89.59 89.62 85.23 88.14 88.62 88.41 87.45 89.13 91.21 91.56 88.91 90.71 90.94 89.08 89.61 89.62 88.92 88.24 93.03 88.72 90.39 91.02
1075 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.03 91.27 89.45 90.18 88.67 89.65 89.38 88.38 90.08 89.01 88.36 90.07 88.75 88.55 88.20 91.36 89.05 89.22 88.08 89.15 89.81 87.35 89.91 89.20 90.56 88.23
1104 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.81 90.39 92.07 88.86 90.72 87.21 89.55 88.97 87.87 89.00 89.10 92.11 91.00 90.59 88.66 89.21 91.00 88.36 90.30 89.37 90.59 90.04 90.91 87.87 89.78 89.14
1105 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.27 88.92 90.65 90.69 89.08 88.88 91.37 89.14 89.53 90.85 90.45 92.01 89.16 92.07 90.28 89.54 91.70 90.14 91.48 92.71 88.17 90.18 91.48 89.34 90.65 87.42
1106 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 90.99 88.96 91.13 89.72 89.91 90.51 90.74 92.08 90.73 90.30 89.23 91.75 90.25 89.52 90.67 90.91 91.23 89.50 92.58 90.62 89.31 89.25 91.12 90.48 91.75 90.30
1107 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.86 92.29 91.95 91.22 91.30 89.76 88.84 91.84 89.56 89.56 91.85 85.76 92.21 91.14 91.62 88.96 90.20 90.38 91.58 90.30 90.59 90.18 91.46 89.86 92.09 86.64
1136 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.27 89.45 92.55 88.45 92.35 92.21 91.35 87.73 88.35 91.27 90.47 91.22 92.36 88.13 88.86 90.12 89.62 89.45 89.41 92.86 89.13 88.17 92.91 89.77 90.84 89.03
1137 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.31 89.79 90.53 90.99 91.07 88.98 91.33 89.44 90.52 92.33 92.20 90.18 87.54 91.46 90.12 91.15 90.85 91.58 89.96 91.29 86.37 91.10 89.41 89.94 88.53 90.94
1138 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 91.44 88.84 91.92 90.28 91.72 90.75 90.61 91.40 91.72 90.43 90.25 91.83 89.39 91.26 89.42 89.89 91.22 89.92 91.70 90.91 90.70 90.17 92.04 89.83 89.44 91.26
1139 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 91.37 91.13 91.81 91.21 90.24 91.51 91.57 91.08 91.49 92.17 90.56 93.02 88.78 89.17 89.45 89.27 87.65 90.63 88.24 91.52 89.63 89.69 93.03 90.53 90.76 86.05


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
624 89.83 89.25 88.22 88.48 88.30 88.77 90.84 88.86 88.92 87.99 89.51 88.96 88.74 88.03 89.49 87.20 88.29 88.12 88.96 89.49 87.04 87.86 87.53 88.56 89.69 87.36 88.626538
592 88.60 88.50 88.84 89.70 88.27 87.75 88.73 90.38 88.71 87.71 89.95 89.04 87.81 88.02 87.16 89.43 88.35 89.22 88.28 89.69 86.16 86.97 89.43 88.05 89.01 88.31 88.541154
883 88.30 87.69 87.93 89.28 89.64 88.61 87.96 87.01 87.46 88.00 89.10 89.21 89.38 88.28 87.80 88.04 88.05 87.96 90.25 90.14 89.06 86.64 89.14 89.09 88.90 88.93 88.532692
593 88.46 89.40 87.94 88.74 87.92 89.96 87.70 88.71 88.93 87.85 90.07 88.04 89.49 88.34 88.75 88.43 87.77 88.23 89.75 89.39 88.85 84.85 88.73 89.02 87.62 86.38 88.435385
912 87.13 89.36 87.28 86.26 87.91 88.96 87.25 89.23 87.64 88.59 89.78 89.69 88.81 88.03 89.17 89.24 87.58 88.98 89.99 89.73 87.82 86.06 88.19 88.47 89.23 87.64 88.385385
656 89.39 89.68 88.17 88.50 89.11 89.71 87.40 86.19 89.29 88.46 90.40 88.22 87.71 88.69 89.61 86.79 87.89 90.19 88.20 87.92 86.49 85.66 89.57 88.60 86.51 88.55 88.342308
880 87.23 89.01 86.20 89.37 88.35 89.75 88.45 88.43 88.41 88.25 89.38 88.67 87.98 87.85 87.37 89.46 87.92 89.49 89.68 88.69 88.05 87.98 87.91 87.29 87.62 87.76 88.328846
626 87.30 88.49 87.41 88.41 88.08 88.82 88.53 88.19 88.23 88.50 87.45 89.28 89.90 88.29 89.22 89.16 89.04 89.29 88.30 89.70 87.02 86.62 88.50 86.84 88.20 87.21 88.306923
944 89.13 86.27 88.88 88.37 87.65 89.47 87.71 88.04 88.59 88.31 87.66 88.91 88.57 87.90 89.23 89.69 88.20 89.59 89.63 88.66 87.55 87.03 88.05 86.29 89.09 86.88 88.282692
657 89.04 87.95 88.74 88.69 87.62 88.94 88.91 88.33 87.60 88.89 89.42 89.22 88.02 89.45 88.29 88.29 88.39 90.20 88.67 87.47 86.11 85.83 87.77 86.35 88.29 88.27 88.259615

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.23 89.01 86.20 89.37 88.35 89.75 88.45 88.43 88.41 88.25 89.38 88.67 87.98 87.85 87.37 89.46 87.92 89.49 89.68 88.69 88.05 87.98 87.91 87.29 87.62 87.76
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.81 88.57 87.13 87.27 87.29 89.47 88.33 88.86 87.06 87.34 89.51 88.43 90.39 88.03 87.27 88.08 89.45 89.05 89.54 88.30 87.53 85.36 87.72 85.23 90.05 87.44
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.30 87.69 87.93 89.28 89.64 88.61 87.96 87.01 87.46 88.00 89.10 89.21 89.38 88.28 87.80 88.04 88.05 87.96 90.25 90.14 89.06 86.64 89.14 89.09 88.90 88.93
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.58 87.89 87.54 88.29 88.79 88.90 88.41 89.25 89.06 87.39 89.15 88.28 88.98 87.28 87.66 89.18 89.29 88.44 88.93 90.06 87.99 86.81 88.34 86.71 86.91 85.33
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.60 88.50 88.84 89.70 88.27 87.75 88.73 90.38 88.71 87.71 89.95 89.04 87.81 88.02 87.16 89.43 88.35 89.22 88.28 89.69 86.16 86.97 89.43 88.05 89.01 88.31
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.46 89.40 87.94 88.74 87.92 89.96 87.70 88.71 88.93 87.85 90.07 88.04 89.49 88.34 88.75 88.43 87.77 88.23 89.75 89.39 88.85 84.85 88.73 89.02 87.62 86.38
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.91 89.21 86.96 87.31 87.67 88.51 88.28 88.05 87.68 89.06 88.68 88.87 88.42 86.72 88.97 90.48 88.46 88.08 89.67 89.88 85.10 89.09 88.23 86.70 87.25 88.74
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.36 88.16 86.12 89.03 86.53 87.48 88.86 89.98 88.43 87.49 88.07 88.58 89.41 87.85 88.17 88.13 88.17 87.35 89.87 89.02 88.67 87.94 89.43 87.11 89.01 87.33
785 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.51 88.40 87.41 88.77 87.34 88.68 86.59 87.63 88.68 88.98 88.38 89.62 89.28 86.89 88.97 88.22 87.02 87.72 89.99 89.80 88.27 86.06 87.45 85.85 89.33 84.47
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.13 89.36 87.28 86.26 87.91 88.96 87.25 89.23 87.64 88.59 89.78 89.69 88.81 88.03 89.17 89.24 87.58 88.98 89.99 89.73 87.82 86.06 88.19 88.47 89.23 87.64
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.61 88.39 87.05 88.62 88.04 87.77 88.73 89.97 88.32 87.08 88.74 90.18 89.95 89.03 87.94 89.49 87.60 88.50 89.41 89.90 86.96 87.09 89.17 85.81 86.65 86.22
1011 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.88 86.86 88.20 89.53 86.20 88.37 88.68 89.35 87.41 87.98 87.66 89.11 88.83 88.51 88.73 88.26 87.86 88.91 89.50 89.43 86.05 86.23 88.97 85.40 87.59 84.56
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.83 89.25 88.22 88.48 88.30 88.77 90.84 88.86 88.92 87.99 89.51 88.96 88.74 88.03 89.49 87.20 88.29 88.12 88.96 89.49 87.04 87.86 87.53 88.56 89.69 87.36
625 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.74 89.25 87.18 88.74 88.52 89.32 87.26 87.91 88.49 88.42 90.25 88.36 87.25 88.13 87.60 89.64 88.03 88.69 88.76 88.71 87.83 86.39 86.88 85.66 89.45 88.93
626 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.30 88.49 87.41 88.41 88.08 88.82 88.53 88.19 88.23 88.50 87.45 89.28 89.90 88.29 89.22 89.16 89.04 89.29 88.30 89.70 87.02 86.62 88.50 86.84 88.20 87.21
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 87.97 88.70 88.15 89.37 87.12 88.74 88.80 88.05 87.45 88.02 88.27 88.90 89.14 87.25 86.94 89.88 89.25 87.99 88.95 89.23 88.67 84.55 88.17 85.96 88.95 85.49
722 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.67 89.56 87.78 87.96 87.80 89.40 89.24 86.43 87.45 88.27 90.11 88.93 87.89 87.30 87.94 89.08 88.46 87.34 89.21 89.46 88.80 86.72 88.67 87.07 86.31 88.25
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.74 89.10 87.23 87.22 88.23 89.71 89.03 89.05 87.87 88.07 89.98 87.70 89.38 87.81 87.19 89.51 88.24 86.32 88.82 88.39 86.85 86.51 88.12 90.21 86.72 88.30
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.13 86.27 88.88 88.37 87.65 89.47 87.71 88.04 88.59 88.31 87.66 88.91 88.57 87.90 89.23 89.69 88.20 89.59 89.63 88.66 87.55 87.03 88.05 86.29 89.09 86.88
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.84 89.49 90.43 88.18 88.42 89.03 87.39 88.30 88.86 85.99 89.92 90.73 87.73 87.87 87.46 88.47 88.21 88.20 90.00 88.59 85.96 88.46 89.49 86.61 86.70 86.30
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.89 88.44 87.91 87.03 87.66 90.21 88.65 87.63 88.21 87.99 89.28 89.77 89.53 88.33 88.04 88.78 87.42 90.00 88.57 89.16 87.37 88.50 87.27 85.68 86.66 87.13
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.79 88.99 86.78 87.83 88.48 88.44 88.43 89.34 88.32 87.79 88.75 89.69 87.31 90.30 89.11 88.73 88.62 88.01 90.02 89.02 88.07 87.04 87.65 85.24 86.86 87.37
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.13 89.57 87.28 88.19 88.31 89.92 87.48 89.11 87.70 87.25 89.40 89.47 89.57 86.85 88.63 88.78 88.31 88.08 88.84 89.09 89.22 89.45 88.37 85.15 85.28 86.25
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.39 89.68 88.17 88.50 89.11 89.71 87.40 86.19 89.29 88.46 90.40 88.22 87.71 88.69 89.61 86.79 87.89 90.19 88.20 87.92 86.49 85.66 89.57 88.60 86.51 88.55
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.04 87.95 88.74 88.69 87.62 88.94 88.91 88.33 87.60 88.89 89.42 89.22 88.02 89.45 88.29 88.29 88.39 90.20 88.67 87.47 86.11 85.83 87.77 86.35 88.29 88.27
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.60 87.51 89.73 88.09 88.17 88.75 89.43 87.01 87.58 89.16 89.80 87.05 89.27 88.18 88.01 90.05 88.01 89.72 89.12 87.43 86.39 87.79 85.54 87.22 86.15
752 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 86.86 88.75 86.61 89.47 87.95 88.40 87.57 90.03 87.56 88.02 89.04 89.87 88.63 88.70 88.92 89.67 87.24 88.21 89.49 87.71 86.00 86.39 88.97 85.65 87.55 85.25
755 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.09 86.74 89.15 89.76 88.42 88.51 88.73 89.16 89.21 86.91 89.42 89.63 87.42 87.57 87.36 87.80 88.18 89.18 89.19 88.68 88.43 86.17 87.40 86.62 85.32 82.65
Size of the All data:  (144, 29)
Size of the Sig data:  (28, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
6 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.30 89.35 90.56 90.72 88.64 88.94 90.32 89.11 90.20 88.48 90.38 90.34 91.00 90.54 88.22 90.19 90.31 91.17 91.28 91.53 91.52 89.43 92.15 89.59 90.88 90.73
22 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.62 87.06 87.42 88.33 91.31 90.30 90.30 89.49 88.17 86.60 89.82 91.66 90.25 90.41 92.02 89.62 90.61 89.66 90.19 87.45 90.76 88.79 90.06 89.28 91.61 89.06
2 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.06 89.94 89.55 91.12 90.80 89.02 90.27 89.82 90.18 90.21 91.75 88.31 90.73 88.94 89.82 90.46 90.60 88.23 90.50 90.96 91.09 89.73 91.38 90.95 91.73 89.33
21 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.61 90.28 90.11 90.53 91.28 87.96 88.24 90.23 90.73 88.39 92.33 86.93 90.30 88.08 88.58 90.40 92.31 87.98 91.05 89.96 88.73 88.10 90.69 89.24 89.69 86.47
1 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.47 90.85 91.20 90.33 90.72 89.37 90.82 89.44 90.10 90.75 91.81 87.67 87.50 89.03 88.52 91.38 91.02 87.06 89.02 90.84 89.47 90.28 92.47 90.36 90.03 90.30
3 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.09 89.08 91.31 88.50 90.93 88.12 88.43 88.34 89.03 89.13 90.22 86.26 88.42 91.09 90.61 89.85 89.80 88.64 89.68 87.51 89.84 86.03 91.83 90.27 88.90 88.38
14 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.70 88.82 89.47 89.66 89.56 89.01 90.81 89.37 91.57 88.43 89.41 87.25 87.52 87.17 88.38 90.75 90.19 88.70 91.13 90.57 88.90 91.22 91.09 89.63 90.92 88.83
10 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.89 90.92 87.64 89.06 89.72 85.82 88.95 91.58 89.16 90.47 88.90 88.11 90.03 89.67 89.84 90.13 91.49 86.87 91.03 89.93 90.34 90.39 92.00 88.69 91.75 91.04
25 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.03 89.94 91.82 90.53 89.98 89.79 90.12 90.23 89.84 89.92 91.33 88.68 92.00 89.92 87.47 90.51 87.89 89.94 90.41 88.33 91.65 87.68 89.45 88.60 90.77 88.20
4 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.02 90.50 92.06 89.15 89.00 89.86 90.77 90.59 89.13 90.55 91.48 89.88 89.24 91.06 89.74 91.34 91.31 91.99 92.55 90.04 91.05 90.26 92.94 91.75 90.44 90.26
18 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.38 91.87 91.05 89.54 91.87 90.79 91.25 89.09 90.90 89.37 91.30 91.56 91.17 91.28 90.25 89.77 90.76 91.32 89.69 90.31 90.30 89.97 92.14 90.50 89.74 88.19
26 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 92.01 88.91 91.88 90.95 89.33 88.89 91.05 90.85 89.09 89.03 87.31 90.41 89.47 91.15 91.29 90.49 89.70 91.94 92.52 91.94 90.02 90.76 92.07 89.52 92.02 88.53
0 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.60 91.80 91.85 90.32 90.22 90.76 90.26 90.04 88.19 91.03 91.77 88.85 88.67 89.18 90.59 89.10 89.65 89.19 90.35 89.48 91.58 90.95 91.44 91.23 92.51 87.19
17 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.34 90.07 91.55 91.30 91.42 91.93 90.58 89.21 91.09 89.58 93.67 89.67 90.76 92.30 89.84 89.73 89.24 90.86 92.46 91.46 90.54 90.41 91.22 87.95 93.22 91.34
7 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.80 89.63 90.81 89.40 91.31 92.77 91.16 90.10 91.64 89.61 89.66 90.55 91.85 89.43 90.58 90.13 92.17 90.29 91.48 91.31 90.46 88.99 92.61 88.23 91.08 88.33
23 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.80 89.28 92.02 89.92 90.42 89.29 90.53 90.69 91.50 90.19 90.52 90.46 89.83 90.61 91.32 89.64 90.79 91.10 91.38 91.59 91.56 88.66 90.75 90.32 91.39 88.86
19 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 88.89 91.14 89.66 88.44 90.27 92.50 91.08 89.52 90.77 90.07 91.08 90.99 89.95 90.64 91.58 89.89 89.67 88.91 92.98 91.05 91.53 90.95 91.32 89.51 91.47 90.83
11 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.34 89.86 92.21 85.94 90.47 91.54 89.82 91.99 90.25 91.80 93.37 90.66 90.60 90.63 89.62 90.09 89.75 89.66 90.70 91.55 90.42 88.33 93.87 91.29 89.41 89.60
8 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.46 89.33 91.60 89.33 90.68 91.03 90.58 90.38 90.80 90.53 91.26 90.72 90.31 91.18 90.25 91.81 91.30 91.08 91.98 89.98 89.25 90.48 92.61 89.27 90.84 89.37
16 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.07 93.06 92.49 90.10 92.33 91.17 91.33 90.53 90.44 88.87 91.99 89.81 90.99 89.48 89.27 91.19 91.32 91.83 92.80 91.56 90.34 90.59 91.94 90.97 90.14 89.04
12 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.50 92.58 91.34 91.16 90.12 91.90 90.80 90.98 90.40 89.70 91.96 91.26 91.21 92.93 90.15 89.86 91.30 92.46 91.91 90.08 92.11 91.29 91.87 89.67 92.28 89.57
13 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.57 92.98 91.90 89.79 93.14 89.03 90.14 89.61 90.40 91.41 89.81 91.74 88.99 91.21 90.85 91.66 90.80 91.92 92.26 92.91 90.59 90.89 90.79 89.98 91.70 90.79
15 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 93.03 92.27 92.97 90.81 91.43 90.83 91.71 90.49 89.91 90.78 91.57 90.55 91.07 90.03 90.85 90.38 92.49 90.81 90.57 89.37 92.63 90.81 93.45 90.27 90.54 87.71
5 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.34 91.98 90.95 89.79 91.76 91.08 91.38 90.56 93.00 91.02 93.03 90.73 89.06 91.03 90.85 90.41 90.58 90.96 91.67 90.54 89.48 89.58 92.09 91.36 88.23 92.32
9 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.10 92.05 93.21 91.33 90.33 92.04 89.95 90.99 90.56 90.80 91.04 90.17 88.58 91.53 89.85 90.49 91.84 91.01 91.65 84.31 90.38 89.80 92.55 91.63 92.65 88.71
20 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.30 89.72 90.55 91.50 89.86 89.43 91.34 91.95 85.48 92.67 89.72 88.13 90.66 91.82 89.51 90.11 91.35 90.38 93.25 91.42 91.29 89.16 90.83 88.72 92.28 89.11
24 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.28 91.81 89.67 90.82 90.69 88.98 88.15 91.76 91.54 90.20 90.89 92.60 90.58 91.87 90.98 91.43 92.07 92.74 93.50 91.90 90.04 90.57 92.50 91.09 92.69 89.76
27 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.47 91.50 91.42 90.47 91.90 88.69 89.07 92.30 90.65 89.93 91.30 91.28 90.57 90.25 89.75 91.53 92.30 93.47 93.33 90.95 90.12 89.60 92.12 90.33 89.05 87.41
Size of the test data:  (28, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 89.292500 0.590365
mAP_valid_abs_values_11 89.160357 0.812429
mAP_valid_abs_values_12 89.112857 0.692745
mAP_valid_abs_values_20 89.086786 0.705166
mAP_valid_abs_values_6 88.920357 0.703912
mAP_valid_abs_values_16 88.782857 0.849893
mAP_valid_abs_values_13 88.663214 0.919021
mAP_valid_abs_values_2 88.616786 0.899539
mAP_valid_abs_values_8 88.603571 1.040257
mAP_valid_abs_values_18 88.548214 0.907781
mAP_valid_abs_values_4 88.503571 0.901399
mAP_valid_abs_values_23 88.318214 0.747480
mAP_valid_abs_values_7 88.310357 0.832353
mAP_valid_abs_values_17 88.262143 0.679315
mAP_valid_abs_values_15 88.256071 0.802428
mAP_valid_abs_values_9 88.162500 0.665936
mAP_valid_abs_values 88.147143 0.812216
mAP_valid_abs_values_14 88.091786 0.805546
mAP_valid_abs_values_5 87.989643 0.707376
mAP_valid_abs_values_10 87.935000 0.667047
mAP_valid_abs_values_25 87.784643 1.321205
mAP_valid_abs_values_3 87.715357 0.934466
mAP_valid_abs_values_21 87.476786 1.098433
mAP_valid_abs_values_26 86.908929 1.527975
mAP_valid_abs_values_24 86.812857 1.375421
mAP_valid_abs_values_22 86.808929 1.180051


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()

optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 91.793929 0.979514
mAP_test_abs_values_19 91.475714 1.193521
mAP_test_abs_values_11 91.024286 1.378191
mAP_test_abs_values_3 91.009643 1.388094
mAP_test_abs_values_25 90.998571 1.268761
mAP_test_abs_values_17 90.807500 1.077815
mAP_test_abs_values_5 90.696071 1.022935
mAP_test_abs_values 90.645357 1.160075
mAP_test_abs_values_2 90.592143 1.459651
mAP_test_abs_values_21 90.571071 0.953467
mAP_test_abs_values_14 90.445000 1.269513
mAP_test_abs_values_16 90.440714 0.705434
average_map 90.419849 0.533081
mAP_test_abs_values_18 90.363214 1.688646
mAP_test_abs_values_8 90.330000 0.991938
mAP_test_abs_values_7 90.328929 0.970106
mAP_test_abs_values_20 90.315357 1.737611
mAP_test_abs_values_9 90.168571 1.407119
mAP_test_abs_values_13 90.046786 1.180267
mAP_test_abs_values_6 90.030000 1.584581
mAP_test_abs_values_15 90.020714 1.086233
mAP_test_abs_values_24 90.007143 1.048392
mAP_test_abs_values_10 89.982857 1.215931
mAP_test_abs_values_4 89.958571 1.198875
mAP_test_abs_values_12 89.829643 1.616348
mAP_test_abs_values_22 89.775000 1.220778
mAP_test_abs_values_26 89.259286 1.353711
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_48 =  res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]

res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]


result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')


result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]

html_table = result_merged_mwu_48.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))

# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()

# # Valid
# fig.add_trace(go.Scatterpolar(
#        r=list(res_test_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Test'
# ))

# # Test
# fig.add_trace(go.Scatterpolar(
#       r=list(res_valid_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Valid'
# ))

# # Customization of chart
# fig.update_layout(
#   title={
#       'text': "",
#          'xanchor': 'center',
#       'yanchor': 'top'
#   },
#   polar=dict(
#     radialaxis=dict(
#       visible=True,
#       range=[88, 93]
#     )),
#   showlegend=True
# )

# fig.show()
# fig.write_image("MU_Test.png")
id valid_score test_score
0 19 89.292500 91.475714
1 11 89.160357 91.024286
2 12 89.112857 89.829643
3 20 89.086786 90.315357
4 6 88.920357 90.030000
5 16 88.782857 90.440714
6 13 88.663214 90.046786
7 2 88.616786 90.592143
8 8 88.603571 90.330000
9 18 88.548214 90.363214
10 4 88.503571 89.958571
11 23 88.318214 91.793929
12 7 88.310357 90.328929
13 17 88.262143 90.807500
14 15 88.256071 90.020714
15 9 88.162500 90.168571
16 1 88.147143 90.645357
17 14 88.091786 90.445000
18 5 87.989643 90.696071
19 10 87.935000 89.982857
20 25 87.784643 90.998571
21 3 87.715357 91.009643
22 21 87.476786 90.571071
23 26 86.908929 89.259286
24 24 86.812857 90.007143
25 22 86.808929 89.775000
Code
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 32

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 84.85 82.32 83.97 83.80 85.71 83.08 84.04 79.00 84.23 85.76 86.99 85.59 88.17 84.86 82.52 86.51 81.55 85.73 86.57 85.11 83.94 83.06 80.57 84.54 83.34 84.69
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.28 86.56 86.91 86.94 84.78 85.29 86.13 85.31 85.45 86.64 87.60 86.25 86.94 82.76 85.90 86.75 86.15 87.01 88.24 85.92 83.56 83.35 85.60 84.46 87.88 84.35
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 85.25 85.48 85.69 86.91 86.18 88.02 85.78 85.26 88.08 86.42 83.32 87.85 85.31 86.36 87.73 86.05 85.13 85.02 84.27 84.49 85.32 84.28 83.26 84.54 84.25 85.81
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.04 86.41 86.31 85.35 83.63 86.74 87.21 84.18 83.19 81.79 87.49 87.37 86.48 87.60 86.34 86.86 82.95 85.93 86.58 86.04 84.80 82.88 85.03 83.79 84.32 82.65
40 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.63 85.69 85.66 85.72 85.59 86.11 86.87 83.19 86.31 86.62 88.12 87.44 86.12 82.09 85.99 86.77 85.73 87.49 84.92 85.20 82.73 83.51 85.07 82.20 81.24 82.01
41 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 24.01 87.50 87.11 86.60 86.79 85.49 85.95 85.56 86.91 86.52 88.90 88.76 87.84 85.33 84.63 86.69 85.92 87.31 85.83 85.50 84.36 83.61 83.91 84.52 84.77 83.83
42 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.15 86.87 24.01 85.27 87.17 86.72 86.42 86.99 88.41 84.99 86.52 85.37 86.87 88.10 87.73 85.21 85.73 84.86 86.69 87.80 85.97 82.84 83.77 84.11 86.83 84.05
43 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 85.78 88.49 85.69 87.30 87.33 86.03 86.78 85.33 85.09 87.07 86.98 87.80 87.22 87.12 85.97 87.64 87.66 24.01 87.07 24.01 84.53 85.48 83.76 85.62 84.43 87.53
72 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 82.53 85.17 85.79 85.38 85.58 85.08 84.53 84.07 82.83 86.26 87.79 86.47 85.65 85.69 89.25 86.56 86.73 88.00 86.97 87.94 81.39 85.19 82.67 81.02 82.46 82.12
73 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.10 85.07 86.57 87.99 85.58 87.35 85.95 85.80 87.40 86.68 86.30 90.90 85.37 88.41 88.14 84.59 84.06 86.45 88.05 88.37 84.41 84.50 83.17 83.98 83.29 83.52
74 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 85.32 87.71 85.52 84.26 86.64 86.30 84.37 84.10 84.89 84.07 85.40 85.15 86.95 86.52 82.83 86.46 87.28 87.26 89.47 85.28 83.76 84.19 82.98 84.31 82.93 83.90
75 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 85.12 86.76 84.12 87.97 85.50 85.07 84.23 85.74 87.53 85.93 84.91 86.77 85.94 86.92 86.28 85.89 86.62 84.70 88.10 88.30 85.05 83.26 82.06 82.45 84.36 82.29
104 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 85.40 84.52 84.65 84.45 82.62 83.54 85.74 87.21 87.86 85.04 88.16 87.48 85.15 86.81 82.49 87.00 86.85 86.31 85.12 86.72 85.19 82.50 86.76 81.26 82.22 82.35
105 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 86.77 86.59 87.38 85.85 86.36 86.33 86.41 83.41 86.26 85.88 88.40 88.60 87.81 88.05 87.44 88.10 86.81 87.28 87.85 87.82 84.85 85.83 84.08 85.64 84.56 83.93
106 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 80.86 85.89 85.88 85.29 85.88 85.25 85.29 84.02 85.94 86.71 86.16 88.09 86.21 86.60 86.32 85.91 85.45 86.14 88.15 86.79 81.93 85.06 83.24 84.21 84.79 83.44
107 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.33 87.44 86.42 88.36 88.19 84.56 86.92 87.00 87.55 86.72 88.57 87.47 86.02 85.74 87.42 85.83 86.58 87.13 89.09 85.90 84.47 81.85 84.54 85.86 84.43 83.50
136 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 85.45 85.85 84.28 85.46 81.99 85.71 85.86 86.21 86.53 82.95 86.00 86.56 83.89 85.97 84.29 90.13 86.45 83.30 86.04 86.09 83.08 82.95 83.54 79.91 84.98 79.77
137 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 85.93 85.82 84.28 87.24 85.93 84.82 84.09 86.28 86.56 85.20 86.89 86.58 86.71 85.38 86.00 88.89 85.58 85.84 86.06 86.96 84.63 83.25 84.24 85.47 84.11 85.47
138 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 84.95 86.67 86.96 85.18 85.60 86.22 83.70 86.81 86.31 86.40 86.67 87.46 87.37 86.82 88.88 84.30 87.58 87.44 86.42 84.31 84.95 84.99 88.21 84.34 82.59 85.77
139 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 84.71 86.87 83.83 84.12 86.91 86.38 86.78 86.06 86.93 85.85 86.89 86.58 86.64 86.62 86.14 87.95 85.49 87.71 85.11 86.86 83.42 84.47 83.11 85.28 83.79 87.25
168 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 84.93 84.82 85.94 83.96 85.18 84.70 86.14 85.54 83.47 86.75 88.80 86.91 85.92 86.51 82.61 85.15 88.23 86.17 87.21 88.37 83.07 85.20 81.72 85.67 82.80 83.41
169 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.25 85.13 85.77 85.86 85.59 87.32 85.00 86.16 86.49 88.56 87.38 87.34 86.93 86.67 87.00 84.89 88.05 88.12 84.56 86.03 84.22 84.67 84.83 82.23 81.47 83.75
170 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 85.68 86.43 85.11 84.85 86.58 87.15 86.00 86.01 86.87 86.23 84.86 87.60 85.37 84.65 85.94 85.65 84.23 86.90 83.72 84.72 84.09 82.90 84.16 83.82 84.65 84.74
171 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.04 85.38 86.86 87.11 85.29 86.72 87.31 86.72 84.11 86.41 87.68 85.06 88.42 84.68 86.30 86.17 86.35 85.61 86.67 87.06 84.33 85.51 82.42 84.22 82.82 83.44
200 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 83.75 86.69 85.49 85.41 86.79 86.85 87.15 86.67 84.42 87.73 88.38 86.63 87.84 84.23 86.51 87.47 86.74 86.83 85.34 87.56 61.11 64.66 81.78 85.68 84.35 83.75
201 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.11 86.93 86.32 86.71 86.09 86.75 86.06 86.18 88.14 86.62 87.73 88.77 86.78 86.43 86.59 87.61 84.93 87.04 88.13 85.92 85.54 87.92 84.29 85.24 83.99 85.32
202 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.09 88.00 85.41 85.58 85.25 88.13 86.03 88.28 87.66 87.73 89.27 86.87 87.08 88.47 85.43 86.62 87.63 87.46 86.95 87.46 84.91 84.81 86.60 57.46 85.82 85.57
203 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 85.79 86.02 83.93 82.79 83.97 87.22 85.93 87.02 88.38 86.23 75.37 87.71 86.69 85.61 87.11 87.26 72.92 89.17 88.24 87.63 85.72 85.53 85.90 86.32 85.33 86.90
232 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 83.84 86.47 86.17 87.17 84.28 84.33 87.10 85.86 86.69 86.01 88.44 87.45 88.50 87.90 84.16 88.31 86.69 86.02 87.21 85.10 78.93 84.33 88.44 85.94 84.60 85.64
233 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.05 86.73 87.64 84.65 85.84 88.02 24.01 87.93 87.27 85.52 87.70 88.37 88.71 85.19 84.98 88.45 86.73 87.99 87.99 87.07 84.19 84.97 86.22 87.42 87.93 85.68
234 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 84.30 85.16 84.71 83.11 85.83 87.55 87.51 86.81 86.74 87.49 87.98 86.04 87.44 84.94 86.84 85.07 86.69 73.80 88.42 87.38 85.27 84.27 87.34 88.65 85.17 85.68
235 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.94 86.67 87.80 84.45 85.16 86.36 85.69 86.50 74.58 87.25 89.52 87.56 88.43 82.31 86.58 86.09 87.70 85.82 86.39 84.49 85.51 83.17 83.12 86.74 85.29 86.14
264 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 86.61 85.41 87.12 87.76 84.36 85.89 87.81 86.58 88.63 86.10 87.87 87.51 88.33 88.22 85.69 86.34 85.11 84.86 87.88 87.78 84.70 85.69 86.17 83.44 86.76 83.52
265 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 82.66 87.44 85.43 87.69 87.07 85.95 85.79 85.20 86.79 87.94 88.94 83.66 87.35 85.23 88.71 86.74 88.18 86.88 86.85 85.77 85.28 85.56 85.71 84.89 85.14 86.96
266 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.83 83.43 86.02 86.12 84.59 88.43 86.64 86.32 86.75 87.14 88.84 87.63 87.82 85.82 86.91 84.70 85.02 86.36 84.53 87.12 87.18 85.20 85.30 87.13 86.20 85.39
267 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 85.25 84.86 86.01 84.40 84.92 87.18 89.63 87.28 88.55 86.69 88.03 87.22 84.29 88.52 82.46 87.46 89.17 83.57 85.45 84.97 83.83 86.02 85.83 86.18 85.42 84.35
296 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 82.71 86.02 83.94 83.64 84.81 86.40 84.97 85.34 83.96 85.50 88.21 88.92 84.11 85.64 83.96 85.44 84.76 86.44 84.71 83.24 84.68 84.58 82.49 82.21 85.44 80.96
297 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.07 84.43 87.05 85.75 84.79 87.54 86.06 86.34 86.53 88.21 85.71 88.68 85.79 86.47 85.78 86.17 87.45 84.30 88.40 86.73 83.86 84.50 84.92 86.33 84.47 85.93
298 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.90 84.61 84.28 86.98 87.73 87.48 85.76 87.14 86.05 86.41 87.59 86.94 85.52 84.55 86.92 87.36 86.25 87.45 87.48 86.78 84.01 83.35 84.74 83.66 85.92 82.71
299 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.01 85.23 86.22 85.18 86.50 87.10 85.14 86.63 88.03 86.17 87.24 87.84 87.62 85.47 85.75 87.12 84.59 86.81 86.05 85.61 83.86 85.16 83.61 83.77 87.06 84.88
328 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 83.48 85.06 84.01 78.55 84.59 85.11 84.47 87.35 84.93 84.76 85.44 87.16 87.89 84.88 83.34 86.29 83.58 88.76 86.41 86.51 85.19 84.95 83.43 85.46 83.66 81.45
329 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 85.07 82.15 87.78 84.24 86.99 88.53 90.38 89.59 88.12 88.56 86.53 88.34 86.21 87.70 86.76 86.60 87.29 85.52 86.97 86.50 85.97 83.25 88.23 86.19 83.40 85.56
330 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.92 86.53 85.58 87.14 85.70 86.69 84.24 85.90 85.76 88.93 87.28 86.40 84.49 87.15 85.20 86.67 84.89 86.33 86.64 88.25 85.97 82.19 84.72 86.23 84.87 85.16
331 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.51 86.98 87.52 85.28 85.30 86.13 88.50 85.78 88.02 85.21 87.17 88.47 86.58 89.54 87.43 86.65 84.58 88.17 85.55 87.42 83.98 83.67 83.00 84.35 81.23 84.74
360 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 83.76 78.02 85.03 85.33 83.48 87.32 84.64 85.30 84.75 86.35 86.59 86.17 84.31 85.55 86.65 84.74 86.67 86.37 86.83 85.70 83.23 84.21 84.57 85.79 83.67 82.52
361 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 85.94 85.49 86.15 86.71 84.00 87.08 85.92 85.03 86.25 83.92 85.96 87.57 86.78 86.00 85.62 85.29 83.80 88.21 86.21 86.41 83.43 85.02 84.78 84.64 82.71 86.33
362 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 84.06 83.60 85.57 87.28 86.00 84.36 86.57 87.62 86.79 85.81 86.70 87.14 86.84 85.52 85.69 87.01 85.81 83.49 85.26 86.63 83.52 83.33 85.97 84.21 85.00 84.57
363 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 85.27 85.90 85.24 86.35 88.46 86.09 88.36 86.36 87.33 88.43 87.06 86.65 85.16 84.89 86.10 87.56 86.10 86.31 86.15 86.57 84.42 86.15 82.82 85.33 84.88 83.86
392 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 84.93 84.50 84.89 86.57 85.99 85.89 85.98 83.11 86.46 87.64 87.19 86.04 85.06 87.16 82.90 86.94 82.19 86.69 86.73 85.74 83.25 84.32 85.40 82.43 80.61 84.60
393 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 85.13 86.29 85.27 84.96 87.16 86.42 86.22 85.98 85.73 86.86 86.56 88.31 87.20 85.85 88.10 87.17 85.69 86.22 87.27 84.79 83.84 81.71 83.12 84.09 84.86 83.58
394 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 85.35 84.37 85.26 88.29 87.08 89.23 87.56 87.42 87.11 86.75 86.17 87.01 87.06 86.05 86.97 87.48 85.14 87.26 86.40 85.97 83.90 83.25 85.14 83.60 83.42 85.45
395 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.11 85.32 85.13 85.91 85.38 85.98 87.05 86.91 84.73 86.44 86.90 86.43 86.21 88.30 87.62 87.00 87.81 87.94 85.82 88.24 84.62 83.49 83.57 84.61 84.12 83.61
424 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 83.32 86.46 85.28 85.31 84.38 88.80 85.17 85.24 85.11 85.54 85.97 87.46 85.92 86.59 83.89 88.72 87.03 85.77 86.70 86.51 84.39 84.40 85.44 84.66 83.96 83.46
425 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 84.35 88.43 86.34 86.99 85.95 86.29 87.29 87.00 87.94 86.10 87.00 86.50 86.45 86.97 87.80 85.83 87.54 86.87 88.35 86.75 83.92 83.14 85.82 84.01 83.93 84.65
426 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 84.82 87.22 85.97 86.77 84.74 87.88 86.00 86.93 86.29 87.89 86.80 87.05 87.48 87.13 87.64 87.60 85.41 85.51 87.08 86.73 84.31 84.69 86.01 86.02 83.44 84.37
427 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 84.58 85.91 85.17 85.72 85.66 87.38 87.18 86.09 86.05 87.12 86.03 86.07 86.89 83.97 88.02 86.94 86.57 84.97 87.07 87.22 85.01 85.64 86.35 82.35 84.34 84.76
456 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 83.91 84.25 83.44 83.43 86.43 85.31 86.44 83.49 87.10 85.23 85.64 87.64 85.35 87.26 86.26 87.97 84.88 85.05 86.47 86.42 84.41 83.42 83.32 84.08 85.01 84.22
457 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 86.23 86.87 83.55 81.76 85.44 85.70 87.79 86.34 84.20 85.42 87.95 86.00 85.86 84.21 85.18 88.15 86.11 85.93 89.81 86.97 84.13 85.21 82.32 83.95 85.56 84.10
458 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 85.32 88.16 86.94 87.41 85.92 85.96 86.55 84.48 84.92 86.10 83.52 88.44 87.47 85.11 87.72 88.57 84.53 87.58 84.82 85.67 85.76 85.28 84.26 84.61 87.31 85.81
459 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.62 85.17 86.68 87.02 85.80 86.14 87.85 88.16 85.70 85.49 86.14 85.42 85.52 87.28 85.60 85.92 88.58 85.99 86.73 89.46 85.02 84.60 85.19 84.12 83.98 84.89
488 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 82.75 82.54 85.88 84.44 85.62 85.52 85.44 84.70 85.69 83.53 87.36 87.27 88.40 88.13 87.84 83.40 87.10 85.18 86.63 84.81 84.82 81.47 86.29 83.91 56.57 84.32
489 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.97 84.67 87.21 85.46 87.60 85.26 86.71 85.45 86.43 88.60 88.42 88.35 87.87 88.28 87.77 87.68 86.24 87.18 86.47 86.76 87.03 83.52 87.06 84.84 85.14 84.03
490 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 86.29 85.91 85.63 85.49 85.52 87.64 86.70 87.00 86.76 86.83 74.93 86.29 89.01 86.01 86.84 84.68 83.17 85.89 87.22 89.62 85.02 83.49 86.44 85.73 58.07 84.93
491 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 86.56 85.91 86.31 86.33 86.92 87.80 86.70 86.45 87.99 85.51 88.80 88.06 86.38 88.36 85.60 88.05 85.76 87.84 88.28 87.23 84.47 83.05 84.74 85.50 85.32 84.90
520 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 85.01 87.31 85.78 86.26 85.23 87.78 86.60 86.90 86.97 87.16 87.61 85.99 85.74 85.74 87.55 88.71 81.39 87.35 88.36 87.42 84.64 85.32 77.60 81.97 83.96 85.16
521 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.99 86.76 86.39 85.78 86.66 88.89 88.34 87.35 88.32 85.80 74.91 87.21 73.78 87.25 87.12 86.99 86.94 84.53 88.28 74.14 85.35 84.26 85.21 86.12 85.90 85.70
522 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.73 86.21 87.44 85.32 86.02 86.88 86.65 85.74 88.40 87.47 88.11 87.06 87.19 87.65 87.20 86.32 83.75 88.79 89.31 86.98 84.57 84.26 84.20 84.54 85.75 85.37
523 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 85.13 86.43 85.10 87.02 84.56 88.05 87.42 84.80 86.00 86.83 87.89 88.65 88.01 88.21 86.74 86.69 87.98 88.81 88.28 85.90 86.40 85.45 84.39 86.67 85.79 86.65
552 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.08 85.24 88.48 84.24 83.26 86.65 72.61 87.10 86.36 86.83 86.22 88.51 86.56 82.78 82.74 85.95 85.62 84.96 86.91 86.92 84.56 81.29 84.79 57.41 86.20 85.26
553 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 84.34 85.47 84.64 85.69 86.95 87.45 85.41 88.64 87.02 86.24 88.07 86.30 84.67 84.51 85.47 88.98 88.19 87.38 88.07 86.95 83.85 84.31 84.64 85.93 85.82 84.17
554 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 86.76 85.74 86.82 85.62 86.69 86.14 85.78 85.87 88.92 88.10 73.68 86.77 85.30 86.52 86.29 85.96 90.55 87.10 87.37 86.83 84.73 85.93 85.54 85.01 84.86 86.58
555 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 85.38 85.64 84.98 86.14 83.79 87.48 87.67 87.10 85.23 87.39 88.48 87.76 87.76 85.10 85.74 88.40 86.56 85.63 85.59 74.63 84.30 87.26 85.78 84.88 85.38 86.49
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.34 88.36 87.09 86.28 89.16 89.52 88.25 87.19 86.93 87.30 87.80 88.74 87.24 87.31 87.33 88.55 87.95 88.30 89.94 89.82 85.19 85.84 88.72 89.16 86.22 88.59
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.49 90.02 88.79 87.85 86.92 88.16 86.82 86.91 87.54 87.94 88.92 88.77 88.38 87.40 88.68 89.51 88.28 89.03 89.43 88.26 86.81 86.11 88.92 88.20 87.63 88.86
586 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.93 89.48 87.49 88.44 87.75 88.62 87.78 88.48 87.47 87.29 87.66 89.03 87.01 87.43 86.71 88.10 85.49 89.40 87.19 87.46 87.83 88.76 88.03 85.61 87.76 87.56
587 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.12 87.56 86.88 88.41 87.44 87.65 88.71 88.10 88.25 87.77 87.50 88.16 87.67 86.98 87.83 88.78 87.44 86.43 89.20 88.44 87.13 85.55 88.06 86.33 88.12 86.97
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.63 87.62 87.98 88.72 88.24 89.06 87.42 88.39 88.20 88.02 89.05 89.00 88.45 87.38 89.01 88.34 88.62 87.68 88.48 89.43 85.36 86.69 86.30 85.50 86.05 85.52
617 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.14 87.23 86.00 87.36 87.43 87.76 86.82 88.20 87.83 87.35 88.73 87.29 88.94 87.31 87.30 87.79 88.08 88.00 89.94 88.33 86.74 84.55 89.15 86.22 85.81 88.75
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.58 89.37 86.58 86.44 88.02 87.57 87.68 87.58 88.12 88.00 88.14 88.58 89.37 88.31 90.48 88.83 87.82 88.90 89.40 89.59 84.42 84.65 90.06 85.94 88.41 86.38
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.56 89.47 88.10 85.45 88.45 88.21 87.46 87.73 88.99 88.67 90.86 88.99 89.10 88.89 88.66 86.55 89.12 86.03 88.32 87.19 87.22 84.29 87.69 86.41 84.79 87.87
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.08 88.48 88.28 88.39 88.38 89.21 87.39 87.28 88.68 85.73 89.34 88.00 88.41 87.39 87.20 87.92 89.13 87.21 88.09 89.64 87.28 85.43 89.17 87.06 87.84 87.75
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.31 86.67 88.61 87.64 88.61 90.28 87.51 87.60 88.57 87.97 88.86 87.30 88.29 88.30 88.92 87.26 87.04 86.85 88.89 88.52 86.53 86.67 90.11 88.84 88.41 88.62
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.47 90.14 88.90 88.92 89.10 89.91 88.07 87.86 88.47 86.89 89.97 87.60 88.78 88.77 88.68 87.99 89.12 89.10 87.75 89.73 86.76 87.16 88.00 86.70 85.35 86.43
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.44 87.13 88.67 89.08 87.95 89.54 88.40 87.37 88.89 88.06 88.98 89.41 87.11 87.17 87.75 87.68 86.95 87.57 89.27 87.41 89.12 86.62 88.38 87.42 87.61 88.04
680 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.92 89.93 87.44 86.36 87.95 89.18 87.02 87.62 86.51 88.83 88.80 87.76 88.23 89.05 85.93 87.50 87.89 87.48 87.24 89.74 86.71 85.12 86.00 84.13 88.38 85.94
681 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.17 87.67 86.84 87.28 86.83 89.24 89.29 86.79 87.29 87.12 88.45 88.34 89.20 88.14 86.98 88.08 85.45 89.08 88.95 88.71 83.22 85.09 84.95 88.51 86.17 86.56
682 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.86 87.68 87.03 86.74 86.34 87.63 87.71 87.72 87.60 88.21 87.09 88.47 86.16 86.63 86.41 88.45 85.68 87.92 89.12 87.73 86.68 85.32 86.28 86.21 85.37 84.44
683 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.03 87.22 88.98 87.77 88.99 88.17 86.92 87.35 87.14 86.07 88.09 88.11 89.66 88.13 87.97 89.93 86.94 88.19 88.14 88.23 84.69 84.57 87.74 88.52 87.91 86.52
712 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.89 87.50 86.46 87.72 88.70 86.41 86.34 87.72 89.47 88.36 88.00 87.50 89.63 87.04 87.90 87.01 86.63 87.53 88.55 88.61 84.85 85.78 85.90 86.26 87.77 87.14
713 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.80 89.03 87.52 87.96 86.91 88.27 87.70 86.73 88.16 87.52 88.58 89.69 86.49 87.07 87.11 88.27 87.51 88.01 89.24 88.19 86.00 86.77 86.33 85.74 86.91 84.82
714 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.63 88.74 86.38 87.19 84.89 88.12 87.63 86.52 88.03 87.08 88.82 87.75 89.11 86.68 86.88 88.00 88.34 87.92 87.01 89.37 85.12 84.39 87.03 84.72 86.91 88.52
715 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.61 87.46 86.23 87.61 88.28 88.25 85.87 87.52 88.69 88.02 86.10 87.22 85.82 88.99 86.97 86.23 87.83 87.78 88.04 87.30 84.48 87.46 85.37 85.49 83.52 84.86
744 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 86.79 87.68 88.26 85.75 86.17 89.45 87.35 87.84 86.86 87.28 89.08 86.90 88.31 88.42 87.75 89.38 86.23 89.40 88.79 87.58 85.60 86.71 84.90 83.73 84.71 83.56
745 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.22 88.30 88.19 86.86 85.83 88.04 86.21 88.43 86.61 88.09 87.56 88.18 89.15 87.37 87.11 89.54 87.52 87.60 88.20 88.51 87.40 83.68 86.95 86.31 83.05 86.16
746 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 84.72 88.00 87.39 87.69 88.21 87.92 86.62 85.90 87.59 86.28 87.83 87.79 90.50 86.63 87.78 89.49 86.91 89.09 87.20 87.13 85.80 84.99 88.38 86.10 83.68 87.48
747 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.15 87.91 86.26 87.57 85.90 87.58 85.70 86.98 87.57 85.04 87.04 88.28 88.65 87.84 87.24 88.37 87.13 88.39 89.75 88.17 85.07 84.38 87.00 85.85 85.71 84.65
776 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.01 88.03 87.36 88.70 85.53 88.90 88.53 87.48 88.83 88.54 89.95 87.93 87.90 85.60 87.83 88.39 87.09 89.13 89.34 74.51 86.08 87.73 86.76 87.32 86.10 86.02
777 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 87.44 85.19 85.88 87.84 87.67 87.44 89.24 87.40 88.37 86.54 87.63 89.31 89.03 87.54 87.07 74.87 88.88 90.02 89.07 88.77 87.14 86.89 85.02 87.07 87.54 88.22
778 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 87.95 88.48 87.05 87.08 89.92 88.32 87.89 87.27 88.94 86.95 87.65 87.74 87.39 88.74 87.76 88.66 86.97 88.64 89.33 88.07 86.39 84.81 86.76 85.54 88.24 87.60
779 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.26 88.48 88.74 88.43 87.41 88.86 86.86 88.20 88.39 87.78 88.84 89.66 87.92 89.02 88.11 87.50 87.61 88.10 89.14 88.47 87.67 84.76 87.67 87.27 85.63 85.82
808 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.57 87.12 88.17 88.49 86.95 74.64 73.26 87.15 88.34 87.22 74.12 73.67 87.81 86.57 87.09 75.05 87.74 89.94 74.41 89.41 85.66 85.31 87.14 73.67 86.70 84.73
809 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 87.80 88.86 87.94 86.82 87.52 88.66 86.87 87.95 88.86 86.05 87.36 88.38 88.09 87.11 87.43 87.82 74.09 89.27 73.63 73.63 87.58 86.07 87.97 85.41 86.26 85.54
810 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.55 87.71 85.69 88.39 89.08 87.88 73.52 88.36 87.72 88.41 89.01 88.73 87.20 88.56 87.78 75.39 88.10 87.92 87.99 89.30 84.49 85.34 83.97 84.75 86.56 85.43
811 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.30 88.05 88.59 88.26 88.05 87.76 87.11 87.62 86.73 86.83 88.26 87.42 87.83 88.74 86.91 88.94 88.57 74.65 88.94 88.29 85.77 84.17 85.88 54.96 86.36 88.36
840 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.55 87.07 86.83 87.46 88.25 86.47 87.74 88.06 87.27 87.52 88.68 89.36 87.02 87.52 86.78 89.46 87.39 86.91 75.15 75.13 86.24 85.91 85.82 85.66 85.60 86.79
841 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 87.50 90.44 86.28 88.33 88.97 88.24 87.57 87.79 86.59 87.92 88.71 88.45 88.30 87.17 88.04 87.29 88.89 73.20 88.49 88.76 84.28 85.36 87.20 85.56 56.41 85.53
842 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.32 74.21 85.43 86.03 87.68 86.68 88.26 85.01 88.99 73.93 87.27 87.49 86.54 86.13 88.38 88.17 88.87 74.17 89.21 88.21 84.54 85.48 86.28 86.38 86.43 87.09
843 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 86.04 86.37 86.11 87.54 85.54 73.91 87.33 73.43 87.28 87.13 74.12 75.12 74.32 86.47 88.88 75.43 86.41 75.12 89.59 74.38 85.30 85.88 86.56 56.95 86.01 57.05
872 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.71 88.11 88.64 88.04 88.44 88.44 87.47 88.54 87.07 87.48 89.04 89.31 88.04 87.83 87.21 88.10 88.12 87.78 89.94 87.89 83.08 85.77 87.25 88.48 88.41 88.09
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.44 89.02 87.86 89.30 85.01 89.48 85.92 88.24 88.20 87.57 88.42 88.82 89.84 85.20 87.11 88.65 88.42 87.68 86.86 89.85 87.23 87.06 87.97 88.37 85.81 87.64
874 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.19 88.65 86.17 87.24 87.99 87.48 87.43 87.73 88.56 87.79 88.74 90.20 87.08 87.83 88.07 87.95 86.70 87.71 88.46 89.66 86.81 84.68 88.19 86.03 86.74 87.68
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.63 88.04 89.34 87.92 88.65 88.71 88.12 88.65 87.78 87.31 88.70 88.66 88.61 88.63 88.94 89.16 88.39 88.68 89.24 89.03 86.63 86.42 88.17 88.87 88.14 86.27
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.59 88.48 88.80 86.70 89.93 89.18 86.82 88.12 87.77 89.52 88.86 88.09 87.72 87.54 88.47 88.79 87.48 86.77 89.75 88.36 86.33 86.13 86.96 84.98 88.18 84.95
905 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.64 88.32 88.22 87.08 86.55 88.41 87.60 87.83 86.06 87.92 89.99 90.00 87.66 88.39 89.12 87.11 86.21 89.12 88.63 87.70 87.96 85.56 88.58 86.22 87.56 87.22
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.72 88.21 88.04 87.20 88.36 87.73 88.21 87.74 86.93 88.25 89.68 89.49 88.86 88.40 87.39 89.96 87.26 88.50 89.63 88.96 86.33 85.55 89.16 86.68 85.70 87.85
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.84 86.66 88.52 86.95 88.80 88.28 87.14 87.58 88.17 88.06 89.63 89.97 88.73 87.78 89.74 86.70 88.30 88.03 88.64 89.12 86.59 87.69 86.97 87.36 87.82 87.37
936 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.14 87.77 86.59 88.42 88.74 87.40 88.04 87.27 88.25 87.53 87.60 89.41 88.05 87.06 87.99 89.03 85.88 88.45 88.48 87.89 85.78 86.66 83.69 85.17 86.11 88.04
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.69 88.09 88.83 87.50 87.41 86.65 88.52 89.02 87.41 87.48 88.86 88.94 89.14 87.09 88.58 88.53 87.69 89.82 88.78 88.92 85.70 87.98 87.91 85.94 88.06 85.10
938 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.68 87.12 88.43 86.58 87.66 87.94 88.87 87.70 87.84 87.94 90.29 87.85 88.33 88.33 86.00 88.89 87.44 88.45 90.45 87.93 87.75 86.89 88.91 85.93 86.97 87.73
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.66 89.58 88.80 88.61 88.35 89.18 87.47 88.28 88.47 87.85 89.38 88.18 89.19 89.93 88.37 87.15 88.94 87.89 88.93 88.51 87.90 87.34 89.51 86.24 86.11 87.18
968 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.36 87.63 87.21 87.48 87.69 88.22 88.40 87.92 88.13 86.79 87.45 88.43 87.19 86.67 87.65 88.50 87.36 87.97 88.44 88.95 85.92 84.06 88.20 83.66 86.84 84.92
969 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 85.76 87.70 87.22 88.98 87.47 87.73 86.72 87.44 88.69 88.31 87.77 88.40 87.55 88.45 86.83 86.82 86.97 87.81 88.33 87.74 87.11 85.33 85.76 86.38 88.31 86.12
970 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.80 88.02 87.21 87.13 86.89 87.88 87.22 88.29 87.63 86.61 88.32 87.29 87.43 89.44 87.52 88.28 86.33 87.92 87.50 88.98 87.82 83.41 87.63 87.38 85.57 87.08
971 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 86.77 85.48 87.22 88.52 86.58 88.51 87.80 87.19 87.52 86.87 88.11 88.48 88.11 87.04 87.10 88.07 87.25 88.45 87.63 90.15 86.53 86.22 88.77 86.17 88.50 85.34
1000 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.17 87.64 87.43 85.27 86.42 88.00 87.67 87.13 87.28 88.19 88.01 87.81 87.96 87.85 85.85 87.96 86.76 88.33 89.00 89.35 85.52 86.39 86.50 85.38 87.49 86.12
1001 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.44 86.79 87.67 88.00 88.95 88.49 88.04 86.62 89.01 86.46 88.54 88.62 87.90 86.68 86.11 86.31 87.42 89.31 88.34 88.66 86.86 84.69 87.83 85.28 87.73 86.84
1002 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.54 86.94 88.08 87.21 86.70 87.92 86.45 87.39 87.43 87.92 89.26 88.72 88.23 87.93 86.01 88.30 88.34 86.42 87.37 87.11 85.41 85.83 87.08 85.56 87.66 83.12
1003 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.31 87.77 85.50 88.58 88.60 88.02 85.93 86.56 87.37 87.73 88.24 89.55 88.49 87.97 87.23 88.95 87.22 86.70 87.06 90.53 86.42 85.09 86.99 84.20 85.96 85.52
1032 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.65 87.60 87.38 86.72 86.68 87.00 88.83 87.00 86.40 87.43 86.89 87.33 87.23 88.55 88.06 87.11 86.89 87.73 87.22 86.59 83.75 86.06 83.13 84.21 85.79 85.39
1033 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.55 87.20 87.25 87.04 86.41 87.98 86.66 87.57 85.80 86.50 87.04 87.06 89.21 84.75 86.84 86.68 88.62 87.51 89.42 88.13 84.54 84.35 87.68 84.76 86.45 85.36
1034 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.11 87.66 88.33 85.60 86.53 86.36 86.37 87.24 87.97 86.93 89.38 88.74 89.15 85.97 87.59 87.24 88.63 87.46 88.78 88.19 86.70 86.45 86.36 85.41 89.01 84.71
1035 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 87.47 87.37 86.94 85.99 86.60 87.37 86.35 86.16 87.30 85.18 88.08 87.43 88.08 88.56 87.09 89.50 86.59 87.51 88.96 88.20 84.58 86.40 85.31 84.25 84.18 83.38
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.37 88.46 89.29 87.84 88.79 89.12 88.00 87.65 88.41 89.77 88.98 89.57 87.04 88.66 87.71 88.27 88.42 88.67 75.25 88.30 87.65 85.50 86.67 85.22 87.10 86.76
1065 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.45 87.46 85.68 88.18 88.33 88.14 88.26 87.99 85.57 87.91 89.07 89.57 88.09 86.38 87.96 87.94 88.61 88.71 88.56 87.86 85.74 86.10 88.15 85.95 87.09 86.24
1066 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.77 85.73 87.28 87.37 87.21 89.39 88.50 88.55 88.61 86.18 90.01 88.41 89.09 88.45 88.06 88.66 87.49 88.60 87.49 88.35 87.66 85.83 89.25 87.09 87.28 86.97
1067 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 86.81 88.43 87.04 87.24 88.04 87.56 88.31 87.47 87.47 88.14 88.83 88.40 88.14 89.39 86.84 87.91 74.06 89.04 88.13 88.90 86.86 86.17 86.59 87.39 88.06 85.75
1096 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 88.35 88.49 87.08 88.42 87.38 88.96 86.63 87.04 88.53 88.63 74.20 88.67 87.32 88.94 87.65 86.71 87.14 88.22 74.67 87.71 85.96 85.95 85.70 86.81 87.81 85.76
1097 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.49 87.19 88.03 88.58 86.95 88.58 87.57 88.34 87.38 88.22 88.74 74.91 88.78 86.53 88.70 87.80 88.94 72.67 87.48 86.86 87.06 84.31 88.42 84.96 87.28 86.43
1098 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.28 88.29 86.42 87.54 88.97 88.93 87.32 87.23 88.24 87.24 74.16 87.79 89.31 87.60 88.22 87.75 87.08 86.45 74.21 89.22 85.80 83.96 88.67 86.45 87.10 86.11
1099 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 86.81 89.38 73.93 87.49 87.70 87.54 86.62 89.32 87.54 88.95 88.96 87.90 87.04 87.54 89.35 87.71 88.55 86.61 73.67 89.27 86.13 86.29 88.33 83.59 86.14 87.72
1128 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.12 87.56 86.39 87.00 87.27 87.36 88.78 88.24 86.98 88.59 73.67 74.88 89.79 87.66 55.74 87.61 87.67 89.30 88.78 88.96 85.69 86.75 82.86 85.09 85.96 55.08
1129 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 86.57 88.26 85.67 88.47 87.46 74.66 87.12 87.41 88.85 88.16 87.66 88.09 87.22 86.19 88.51 87.65 87.62 75.29 74.87 86.98 85.90 85.74 86.19 86.74 54.99 86.86
1130 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 86.67 88.55 87.84 87.76 73.50 89.34 88.35 88.07 88.74 86.59 88.65 89.31 88.28 88.10 86.44 75.34 87.47 88.10 75.60 87.58 86.64 84.93 86.13 86.70 57.22 85.92
1131 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 87.27 87.94 74.17 85.46 86.36 86.97 87.68 88.67 87.40 87.49 74.63 74.15 73.68 88.48 86.76 88.77 90.33 88.19 86.57 73.80 86.96 84.12 87.73 86.13 85.42 83.76


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 91.26 88.18 91.11 91.55 90.25 89.17 88.88 84.72 85.73 88.53 89.96 87.82 91.21 91.36 85.46 90.63 86.07 90.94 90.46 89.17 89.89 88.74 86.99 89.09 90.31 88.10
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 93.92 91.14 92.47 88.49 86.18 89.87 89.69 90.38 90.55 89.56 88.82 89.48 90.65 86.01 88.61 90.70 88.23 90.55 92.59 90.56 89.11 87.59 92.67 89.23 91.36 89.12
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 91.72 89.90 92.97 90.29 91.43 91.49 90.43 88.62 93.98 90.01 87.93 90.03 89.87 90.84 89.86 91.90 89.11 87.98 90.87 88.24 92.36 88.94 90.22 89.53 90.02 91.00
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.56 91.36 90.49 90.66 89.20 89.69 91.63 88.20 89.12 86.66 91.25 89.00 90.80 91.56 88.46 89.70 87.63 89.60 91.87 90.42 90.56 89.25 91.87 89.72 90.47 87.21
40 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.06 89.21 92.08 88.65 89.63 88.35 90.59 87.74 88.55 90.76 89.06 90.33 88.67 88.51 88.45 90.74 88.96 91.14 87.51 90.42 87.52 88.96 91.56 89.60 88.50 85.40
41 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 24.42 91.18 93.80 89.63 91.77 88.05 90.07 89.23 91.49 91.82 92.73 90.52 93.24 91.08 88.70 91.92 91.68 92.22 89.53 89.20 90.46 93.64 90.15 92.58 89.55 89.98
42 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 91.68 87.40 24.42 89.31 91.75 90.50 89.78 91.56 92.73 88.03 88.91 87.82 90.93 89.45 89.62 88.34 93.20 89.30 91.43 92.51 90.96 90.35 89.35 89.21 90.43 89.73
43 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.36 92.71 91.42 89.52 93.25 90.35 90.00 91.87 89.96 92.36 91.15 91.39 91.50 90.64 88.44 91.36 91.44 24.42 91.79 24.42 90.86 91.06 91.57 91.63 91.26 92.32
72 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 89.83 89.06 91.79 89.54 90.88 87.63 90.95 89.39 84.92 90.86 91.46 89.74 92.09 90.44 90.44 92.78 89.36 91.47 91.38 91.98 88.49 89.49 89.20 87.32 88.16 87.69
73 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 90.99 88.78 90.44 92.27 89.26 89.56 89.78 90.27 90.37 90.85 89.14 91.93 92.19 92.69 92.56 89.40 88.04 89.86 91.44 89.49 89.17 89.00 89.92 88.71 89.27 90.27
74 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.38 92.11 90.38 88.96 91.96 89.97 89.71 87.99 88.17 88.31 88.88 89.95 91.65 89.31 86.33 89.87 91.60 91.62 92.29 89.72 90.11 89.96 89.32 89.35 89.43 88.49
75 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.12 93.90 90.40 93.16 90.83 89.11 90.44 90.64 92.58 91.79 89.03 89.30 92.17 91.93 90.90 91.68 90.80 92.51 92.15 92.69 91.14 89.16 87.20 88.65 89.53 87.47
104 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 89.91 89.26 90.45 89.05 87.91 88.92 91.06 90.50 91.70 88.21 91.87 90.59 91.13 90.94 88.01 89.95 90.17 90.35 89.98 90.18 91.25 89.05 91.93 87.87 89.09 87.15
105 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.86 90.44 91.02 91.58 92.83 90.77 92.28 88.43 89.57 90.62 91.78 89.63 92.48 91.60 89.45 90.82 91.25 90.79 89.06 91.54 90.45 91.78 92.38 90.09 89.61 89.75
106 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 85.04 90.78 90.53 88.65 91.14 87.40 91.97 89.79 90.05 90.67 89.93 92.24 90.57 89.76 90.50 91.43 90.34 90.03 89.93 90.08 88.90 91.05 89.80 89.13 90.77 88.63
107 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 91.83 91.03 90.08 90.46 91.92 87.85 92.60 92.87 91.69 89.49 90.04 90.89 89.73 89.99 91.93 91.77 91.53 88.34 91.18 89.49 91.03 87.68 91.95 93.61 90.15 89.37
136 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 90.65 89.26 89.86 88.64 88.75 87.87 91.44 90.88 91.73 88.40 91.26 90.41 88.14 89.14 88.87 94.07 93.28 89.28 91.01 89.49 88.67 90.35 89.77 83.58 88.66 86.24
137 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.37 90.59 89.37 90.65 90.77 88.84 90.20 90.87 90.38 90.19 90.63 91.17 90.18 89.52 89.52 90.06 89.48 89.45 89.10 89.27 90.71 89.10 91.05 91.18 89.01 89.64
138 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.06 90.31 91.50 90.98 91.48 88.45 88.79 88.81 91.62 88.62 89.19 90.88 92.82 91.50 92.07 90.14 90.71 92.15 90.29 89.93 90.51 91.66 93.31 89.08 88.26 89.23
139 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.86 91.06 90.41 88.56 92.88 88.58 91.24 90.66 90.09 90.54 90.24 88.26 92.02 91.12 87.86 89.24 89.57 91.61 89.79 91.46 89.91 90.45 88.86 89.84 89.18 91.08
168 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 88.90 89.52 90.60 88.43 91.77 87.05 90.68 91.94 89.70 89.60 90.67 90.27 89.42 91.52 87.20 89.86 90.74 88.72 92.93 89.06 90.42 91.17 90.53 89.01 88.42 90.00
169 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.41 90.36 90.32 90.02 91.14 89.54 87.50 90.40 89.01 91.02 90.58 89.37 91.97 90.50 90.96 90.71 92.78 91.45 88.30 89.69 89.90 91.12 90.57 87.80 87.75 89.26
170 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.80 92.50 89.88 90.41 91.81 91.05 89.26 90.25 90.36 91.13 88.33 92.66 92.08 89.91 89.08 90.57 89.11 91.00 86.79 90.62 91.98 88.73 89.84 89.35 89.52 88.37
171 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 89.92 90.30 92.65 91.24 89.61 91.32 90.90 91.71 90.43 91.29 89.85 89.01 90.82 90.30 90.40 91.26 90.07 90.57 91.27 91.93 90.79 90.62 91.19 90.19 88.22 90.20
200 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 89.31 89.64 90.82 89.11 91.08 89.41 89.57 90.75 89.53 92.68 91.91 88.92 90.80 88.59 89.85 91.59 91.46 89.22 89.99 89.69 63.01 65.86 89.36 90.72 88.99 89.96
201 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 90.63 89.13 90.44 91.52 89.47 91.64 90.47 88.84 92.75 90.77 90.09 92.16 90.00 89.48 89.68 90.58 89.73 91.35 90.75 87.55 89.82 88.57 90.86 90.38 91.92 90.46
202 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.64 92.91 90.96 91.22 89.03 91.87 91.17 91.10 91.74 92.36 91.84 91.90 93.46 91.83 88.53 92.76 90.88 91.80 88.96 89.08 91.48 88.87 88.51 61.96 91.84 90.09
203 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 92.04 92.17 90.61 85.25 90.63 90.89 90.29 91.46 92.20 89.26 70.34 90.85 92.22 89.35 90.07 89.37 69.50 91.24 90.46 91.27 92.65 91.09 91.14 90.38 90.86 92.08
232 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.08 91.72 88.53 90.78 91.11 87.27 91.86 90.17 90.77 91.13 88.79 91.32 92.53 92.41 85.80 91.74 90.60 91.22 89.34 89.36 82.64 90.04 90.90 86.84 88.98 90.46
233 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.01 90.04 94.44 87.63 91.16 91.12 24.42 91.53 90.44 91.03 89.94 90.15 92.12 91.28 86.30 93.11 91.71 91.58 90.72 89.79 90.85 91.79 89.22 91.52 92.45 87.83
234 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 90.47 90.10 90.96 88.68 89.92 88.78 89.47 91.13 91.33 90.54 93.16 88.35 89.75 89.81 88.38 88.71 90.20 71.46 92.87 89.19 91.01 89.56 91.62 89.96 91.89 90.71
235 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 90.79 90.59 93.24 87.88 88.79 89.53 90.13 90.76 71.36 91.13 91.20 90.68 92.27 83.18 90.46 90.65 91.16 89.44 88.72 86.93 90.08 90.29 88.51 92.56 91.68 92.60
264 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 90.94 92.85 90.40 89.34 90.69 88.51 90.83 92.22 91.52 89.96 89.07 91.50 91.38 91.78 87.88 90.80 89.06 90.47 89.16 89.68 91.13 90.86 91.25 90.25 90.97 90.09
265 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 88.35 91.88 92.08 91.80 92.17 89.61 90.14 88.39 91.59 94.07 92.07 87.08 93.42 89.59 92.14 91.21 93.05 90.69 91.30 90.25 90.27 91.62 90.88 92.27 89.90 87.85
266 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.64 87.87 91.51 90.88 87.97 90.84 90.85 90.34 93.44 90.73 90.09 91.08 94.02 90.65 88.12 89.10 90.17 92.82 89.48 90.50 89.83 91.65 89.99 90.98 91.24 91.06
267 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 92.12 88.91 91.08 86.76 88.64 90.63 91.99 92.21 93.52 91.51 89.77 90.44 90.05 92.59 86.98 91.28 91.29 88.17 89.65 88.96 88.72 91.29 92.02 90.86 88.92 86.64
296 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 88.30 89.82 89.39 90.10 91.63 90.00 89.87 88.87 88.38 91.25 88.08 91.49 88.32 89.64 90.02 89.63 89.75 89.39 89.42 87.11 91.47 91.40 90.94 89.16 90.49 89.02
297 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.51 89.08 93.65 90.99 88.30 88.56 89.58 90.12 89.94 90.88 90.09 92.52 91.56 90.70 89.46 88.74 89.42 88.61 91.87 90.41 89.46 89.72 92.29 90.72 89.17 92.17
298 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.13 88.98 90.67 90.31 91.28 89.09 90.29 92.02 88.59 91.04 90.34 87.83 91.14 90.10 88.62 90.48 90.72 91.14 90.49 89.23 92.27 89.53 90.78 88.65 90.04 87.49
299 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 89.13 88.29 91.02 88.47 90.95 90.38 86.61 89.04 90.71 90.40 89.76 91.51 87.83 87.52 88.27 91.22 90.45 89.38 88.76 88.50 89.64 89.22 88.02 88.85 91.73 88.52
328 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 89.16 89.60 90.10 80.26 89.86 88.21 89.41 90.73 91.06 89.46 89.51 89.70 93.90 90.82 86.45 89.67 88.42 92.64 91.44 89.94 92.19 90.33 89.15 87.91 89.64 88.00
329 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 90.87 87.74 90.98 87.79 92.67 92.47 91.77 91.59 88.91 90.69 90.49 91.55 91.15 90.01 90.59 90.80 92.79 89.50 89.96 87.37 90.42 89.95 94.16 90.89 89.03 89.41
330 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 90.33 90.64 89.76 90.17 89.18 88.94 89.25 89.08 90.93 91.47 92.20 88.66 90.10 91.80 89.14 90.85 90.24 92.08 90.24 90.74 91.00 88.21 90.31 90.50 91.04 88.14
331 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 91.79 90.31 91.40 89.90 89.00 90.42 92.21 89.47 92.69 91.32 91.47 91.76 91.30 92.75 90.41 91.87 89.78 92.43 88.75 92.86 91.10 91.17 89.89 88.40 86.29 88.93
360 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 89.47 83.68 89.40 88.68 88.81 89.36 90.50 89.38 89.96 90.93 90.32 89.27 89.70 89.94 87.22 90.36 91.70 90.90 91.21 89.11 90.07 89.36 90.98 90.38 89.89 89.01
361 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 92.08 91.23 91.08 90.20 91.14 88.73 90.11 89.27 90.47 88.81 89.27 91.64 91.46 90.19 89.87 92.40 89.28 90.66 92.11 92.56 89.94 92.32 90.31 88.62 89.74 92.30
362 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.90 90.63 90.70 89.73 91.62 86.97 91.39 92.78 90.39 90.34 90.06 92.44 90.39 91.19 89.54 90.69 91.70 87.37 89.50 88.41 90.28 88.88 92.06 90.43 89.50 88.30
363 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 90.10 90.84 88.13 89.25 91.56 89.00 92.71 92.59 90.42 92.45 88.69 89.07 88.81 90.00 89.44 92.04 92.01 91.19 87.83 90.26 89.47 91.96 88.96 89.64 89.50 88.92
392 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 89.38 90.74 92.48 89.99 91.51 89.13 89.63 89.43 89.46 89.70 90.35 89.32 90.00 92.30 87.94 90.94 88.76 89.61 92.08 91.72 89.04 89.68 90.74 88.03 88.52 88.79
393 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 91.76 91.04 90.82 89.77 92.29 89.96 90.65 90.62 91.50 89.95 89.93 91.18 91.03 90.42 91.54 91.79 88.93 90.64 90.82 87.64 89.79 87.78 90.15 90.37 90.19 89.45
394 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 90.31 89.76 88.97 93.18 90.16 91.67 92.57 91.50 91.39 91.14 89.45 90.70 91.31 90.95 90.99 91.50 90.34 91.64 90.99 88.72 89.75 88.94 89.26 90.09 88.69 90.11
395 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 89.53 89.35 91.75 91.49 89.68 89.59 89.03 88.45 89.06 90.96 91.05 91.43 92.50 90.17 90.18 90.52 90.93 90.74 88.25 91.57 89.94 91.59 87.44 89.08 88.27 88.03
424 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 90.39 90.99 91.50 91.33 87.26 91.85 89.64 90.45 88.92 88.91 90.44 89.79 89.94 89.58 88.16 92.06 93.48 88.47 89.06 90.66 90.59 89.46 90.15 89.75 88.09 88.51
425 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 89.22 90.43 91.85 91.36 90.18 88.53 92.51 89.58 90.81 91.77 91.23 88.81 91.25 92.27 91.20 90.74 90.36 90.54 90.12 92.76 92.06 89.45 90.56 90.92 89.87 90.66
426 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 89.84 92.54 91.22 90.89 87.90 89.91 90.78 90.75 89.74 92.26 88.87 90.59 91.28 91.20 89.74 91.50 91.57 88.76 89.46 90.14 90.21 90.84 89.89 91.76 90.07 88.72
427 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.03 90.92 90.34 89.30 91.37 91.93 91.81 91.57 90.67 92.68 91.01 90.79 91.27 89.81 89.98 90.55 89.65 91.39 91.23 91.43 90.37 90.24 92.60 88.14 91.95 90.97
456 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 88.71 91.09 88.99 89.17 92.66 88.88 89.59 89.61 90.04 91.26 89.54 90.00 92.71 91.39 89.60 91.34 91.40 92.21 90.72 91.31 91.03 90.18 88.43 88.37 91.22 88.11
457 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 90.58 90.65 89.25 86.95 91.62 89.87 91.66 88.88 88.80 91.78 91.95 89.21 89.74 89.81 89.91 90.98 93.08 89.21 93.72 90.07 91.14 90.40 88.66 89.72 89.88 90.30
458 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.58 90.61 91.44 93.04 92.11 89.23 90.82 89.28 91.52 90.54 89.42 89.84 91.87 90.68 91.39 92.44 88.96 90.55 88.86 91.26 91.07 90.71 89.63 88.68 91.80 90.86
459 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 89.62 89.28 90.51 90.93 90.43 88.67 90.85 89.22 90.93 91.92 89.18 87.92 91.20 91.48 90.17 91.33 91.74 91.76 91.43 92.51 92.22 90.80 90.77 90.53 90.56 90.31
488 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.48 87.84 90.51 88.40 91.97 89.70 90.51 90.03 89.38 87.68 89.71 88.96 92.74 91.18 91.47 89.22 92.36 90.94 89.76 90.74 92.32 88.36 93.06 92.28 61.66 90.25
489 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.53 89.01 89.80 88.77 92.90 88.72 91.59 89.48 92.01 91.93 90.67 92.87 93.62 93.12 91.79 92.53 90.03 92.40 90.68 92.17 90.53 89.36 91.65 88.80 92.99 91.57
490 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 92.80 89.67 86.83 89.24 91.89 90.91 90.31 91.10 91.44 89.38 70.71 88.98 93.53 92.11 90.59 88.36 86.55 89.24 90.54 92.71 90.30 89.31 90.03 90.58 62.73 90.67
491 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 92.54 90.47 90.56 92.65 92.58 91.73 92.44 91.77 90.34 89.72 90.32 92.40 89.82 93.19 87.64 91.93 90.09 91.78 90.97 91.26 91.37 87.32 90.39 91.68 90.94 91.24
520 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 89.42 89.57 90.43 90.75 91.76 89.93 91.16 91.40 91.52 92.45 89.70 89.33 89.29 90.50 88.03 91.07 87.67 89.40 90.97 89.58 90.01 91.82 79.92 84.41 87.15 89.97
521 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 92.10 90.03 93.11 89.16 93.90 90.33 91.31 90.32 91.52 90.95 70.49 89.82 70.09 90.93 90.87 90.98 89.95 88.87 91.09 69.66 91.26 89.48 91.57 91.29 92.00 91.56
522 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 93.53 88.50 93.76 89.03 91.75 87.99 89.75 89.12 92.11 91.92 90.93 89.16 92.71 91.73 92.21 91.11 89.25 90.63 91.40 89.60 91.07 90.14 91.45 90.28 89.34 89.00
523 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 90.73 90.03 92.21 91.33 90.23 89.54 91.52 90.06 88.28 90.56 91.49 90.48 90.14 91.46 87.31 87.18 90.56 91.61 91.84 91.19 91.79 92.19 90.56 89.48 91.53 90.98
552 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 90.55 87.63 93.51 89.44 88.01 90.91 69.12 90.09 91.09 91.75 88.79 87.86 92.32 88.20 88.18 90.43 88.50 88.96 88.75 87.52 90.09 88.71 90.71 61.72 91.86 90.63
553 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 89.98 92.42 90.59 87.43 92.04 93.04 88.93 91.30 91.94 90.33 90.86 90.40 90.08 89.07 89.70 93.45 91.58 91.08 90.55 89.09 91.75 88.17 90.96 90.67 91.57 90.05
554 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 90.87 90.13 90.32 89.72 92.44 88.52 90.40 91.11 92.30 93.52 70.20 89.91 89.14 93.11 89.94 91.48 93.20 91.37 91.71 89.63 90.45 89.03 91.31 89.52 88.78 92.75
555 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 90.31 89.78 91.25 89.88 85.67 89.72 87.08 91.72 90.05 89.39 91.66 87.02 91.08 88.97 85.49 92.33 92.05 87.36 90.19 69.20 90.38 91.41 88.51 90.25 89.70 88.10
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.35 89.90 89.76 87.88 89.87 88.61 90.57 88.44 89.83 87.72 90.41 88.61 90.30 90.05 86.28 90.89 88.77 91.12 88.99 90.74 88.39 90.37 93.16 91.00 88.23 89.08
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.07 90.06 90.57 91.24 88.23 88.36 89.18 88.19 88.68 87.50 90.47 88.60 90.41 88.27 89.68 90.30 90.81 89.56 90.89 90.37 88.80 89.45 90.59 89.67 88.86 89.67
586 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.97 91.02 90.76 89.43 88.37 87.33 88.48 86.87 89.73 90.62 89.89 90.16 86.69 87.61 87.76 89.10 86.59 90.51 90.21 87.27 89.98 88.59 90.20 89.16 90.82 89.57
587 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.14 88.83 89.42 89.43 89.99 87.90 90.33 88.47 88.48 89.16 88.34 88.05 88.66 88.19 88.09 86.92 90.50 89.00 91.82 89.84 91.17 89.86 88.54 89.71 91.04 88.56
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.23 89.54 93.05 89.68 88.93 89.72 88.59 89.96 90.65 90.76 89.09 87.96 90.39 89.52 90.36 90.94 90.79 91.54 92.11 89.13 88.92 87.93 88.50 89.80 88.25 90.38
617 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.84 87.13 90.60 90.68 91.32 90.36 88.32 89.32 89.45 90.72 91.03 87.28 90.46 90.53 89.01 90.04 90.59 89.74 90.61 91.37 91.28 87.84 92.13 89.60 89.29 90.46
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.97 89.62 91.30 88.61 90.83 88.26 88.21 90.55 89.59 90.38 89.33 88.97 91.71 89.95 92.08 88.30 91.32 91.20 92.92 89.28 87.47 90.35 92.27 86.77 92.03 87.66
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.73 92.76 92.13 88.90 91.28 90.44 87.60 88.41 90.86 89.20 92.76 89.52 89.81 91.04 91.23 90.95 91.60 91.13 89.07 90.39 90.80 88.87 92.58 90.24 88.87 91.53
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.91 91.88 92.52 91.28 91.89 92.05 90.52 89.30 89.90 89.06 90.11 88.00 93.04 90.93 88.70 91.36 90.91 90.22 90.51 92.17 91.02 90.25 94.31 89.55 90.33 90.53
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.80 91.51 91.40 90.80 91.86 91.04 88.53 90.44 90.35 90.35 88.65 90.05 89.69 89.85 88.95 91.72 88.65 89.33 92.66 91.85 90.26 90.35 91.89 91.67 92.05 90.27
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.09 91.69 91.63 91.25 90.48 90.68 90.83 89.54 89.76 91.03 91.70 90.26 89.33 91.17 92.28 90.45 90.25 89.94 89.53 90.30 90.88 89.80 92.12 90.63 88.81 91.09
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.27 89.67 91.42 92.28 91.65 90.88 91.00 90.44 91.32 88.91 92.04 89.71 89.72 89.16 90.54 91.09 90.11 86.16 91.40 90.09 90.82 90.08 91.89 90.98 89.50 90.56
680 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.12 91.97 90.55 88.56 87.18 90.55 89.38 88.55 88.61 88.17 89.55 88.84 87.85 89.68 87.83 90.93 89.82 89.65 87.42 92.51 90.08 87.31 89.58 88.20 88.48 88.11
681 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.24 88.81 91.31 90.53 89.42 86.68 90.27 88.72 88.33 88.60 89.44 88.50 89.43 90.29 88.64 90.90 87.89 89.77 90.02 89.35 87.48 87.19 89.16 90.34 90.24 88.32
682 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.39 89.40 88.01 87.39 88.98 87.88 91.22 90.97 88.34 88.51 87.82 87.89 87.51 88.72 90.11 88.85 86.76 89.74 91.04 86.17 89.86 86.64 88.17 88.77 86.77 88.23
683 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.38 89.31 89.23 89.75 90.51 85.28 88.72 87.28 90.16 87.27 89.90 89.38 91.52 91.28 90.91 91.06 90.85 90.87 90.51 88.01 87.77 88.42 91.28 90.92 90.07 87.03
712 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.76 90.27 90.92 89.61 92.00 89.00 88.59 88.31 90.19 91.06 89.94 90.18 91.17 90.52 90.48 90.52 91.60 91.31 91.01 90.22 88.38 89.98 90.44 90.60 91.88 89.32
713 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.63 91.71 90.22 89.55 92.05 89.87 90.42 89.77 88.72 90.03 90.16 90.78 88.37 90.75 88.04 90.61 90.29 89.70 91.11 90.90 89.46 89.93 90.58 89.80 90.90 86.09
714 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.57 91.34 92.70 89.83 89.29 89.15 90.33 88.25 88.91 89.70 91.51 86.96 89.13 89.12 87.13 91.77 90.55 90.48 88.75 90.90 88.85 88.50 90.59 90.06 89.10 91.27
715 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.69 90.14 91.91 87.95 90.30 88.41 89.01 90.11 90.50 90.63 89.98 87.24 90.67 90.12 87.92 90.31 91.47 88.15 90.09 88.82 89.72 90.07 88.63 89.08 86.67 86.18
744 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.59 90.84 92.54 89.81 89.28 92.48 89.12 89.31 89.26 91.45 89.86 89.66 89.76 90.48 89.85 89.82 90.53 90.51 90.64 88.94 89.89 90.57 90.13 87.81 89.63 88.18
745 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.23 92.01 90.32 88.17 90.22 89.04 89.32 91.39 89.79 90.16 87.71 89.63 90.05 90.78 88.81 90.50 91.48 88.75 89.78 91.27 91.16 89.49 90.74 88.22 87.25 91.82
746 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.82 92.46 91.01 89.98 91.65 90.06 89.70 89.27 90.48 88.81 90.85 88.20 90.35 90.06 90.32 90.39 92.22 91.67 90.14 89.81 91.33 89.10 92.10 89.37 88.24 89.72
747 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.36 92.49 91.47 89.45 89.89 89.78 88.72 89.98 88.94 87.70 90.86 89.11 90.24 91.65 89.91 90.43 89.53 88.22 92.67 92.19 87.85 90.14 91.45 90.27 90.40 86.51
776 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.70 90.81 89.24 90.10 87.46 89.26 90.27 87.22 89.74 89.54 89.40 88.18 90.40 88.71 87.69 89.00 90.63 90.06 89.05 68.40 86.57 87.76 88.98 89.24 88.30 88.74
777 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.04 87.41 88.77 89.62 89.88 88.80 90.29 87.39 89.56 87.80 88.54 88.45 90.03 87.93 88.60 70.42 92.68 90.60 89.44 88.32 90.26 90.46 87.70 89.79 91.27 89.56
778 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.88 92.38 93.13 87.94 91.73 89.03 89.15 88.59 90.59 90.40 89.33 89.08 90.49 91.29 88.18 89.78 86.30 91.72 91.92 89.01 89.65 88.47 91.59 88.94 91.51 89.18
779 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.01 92.24 90.53 89.50 88.33 89.11 90.81 87.76 89.72 90.01 90.72 89.71 91.18 91.03 89.09 90.79 88.70 89.55 90.57 89.42 90.17 89.03 91.76 91.88 90.55 88.56
808 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.64 88.78 91.29 90.71 92.65 69.01 68.93 89.16 89.52 90.97 69.02 69.77 91.97 91.34 89.43 70.38 89.85 92.22 69.53 90.55 90.28 88.96 89.82 75.47 90.09 86.70
809 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.32 91.54 92.26 88.46 92.44 90.25 90.53 91.38 92.09 88.86 89.54 90.03 90.73 90.47 90.35 90.09 70.40 92.51 67.92 69.42 89.27 89.61 89.09 90.90 89.87 91.25
810 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 90.63 92.34 88.10 90.88 90.98 87.36 69.69 87.23 89.67 90.55 89.32 89.13 90.04 90.85 88.27 70.93 90.39 92.85 90.22 91.37 90.94 90.83 87.45 88.57 88.64 88.52
811 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 91.51 93.00 92.39 90.76 92.51 89.13 90.31 89.87 89.12 88.58 91.34 89.17 91.01 91.08 87.49 91.90 90.30 68.93 90.39 90.45 91.60 88.93 91.41 59.97 90.24 90.58
840 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.90 89.06 90.48 91.94 91.81 88.17 89.38 91.05 91.94 91.14 89.04 90.87 89.08 89.84 89.79 92.49 90.50 88.36 70.25 69.28 89.89 90.24 90.25 90.59 90.37 90.90
841 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 90.11 91.70 89.95 90.25 91.49 89.03 90.72 90.44 90.80 91.93 89.56 90.55 91.47 88.33 89.96 91.66 90.04 68.21 91.04 89.94 88.85 91.46 90.65 89.67 61.95 89.68
842 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 91.41 69.50 89.15 88.86 91.24 86.24 91.11 89.03 92.25 70.14 91.15 88.72 91.05 90.64 90.30 90.19 89.45 69.95 91.13 88.06 90.51 88.49 91.17 92.12 90.63 90.78
843 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 91.41 90.59 90.77 90.01 88.53 69.46 89.54 69.43 91.41 88.81 69.01 69.26 68.65 90.20 91.70 70.03 88.67 68.94 88.49 68.76 88.86 90.67 91.66 62.06 89.64 62.21
872 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.60 88.50 91.77 91.49 87.70 88.33 90.52 91.30 89.18 90.21 88.82 89.08 89.09 91.05 90.09 88.96 88.46 90.44 91.80 86.04 87.23 86.39 91.32 90.25 91.24 88.75
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.79 92.02 91.52 88.76 88.09 87.47 87.41 89.62 87.14 89.98 87.76 90.64 89.94 87.83 88.08 89.88 91.39 89.26 89.12 89.96 89.81 88.46 90.39 90.22 89.84 87.80
874 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.12 88.40 87.06 89.55 86.68 87.51 88.96 86.88 88.39 88.10 88.16 89.07 88.04 87.72 87.88 86.74 89.10 88.29 89.36 89.55 86.20 87.68 89.39 87.38 87.56 87.59
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.89 90.83 89.82 89.47 90.31 86.79 89.02 88.42 89.24 88.84 90.62 87.25 89.60 91.83 90.58 90.56 93.11 90.82 91.00 89.43 88.72 88.53 90.48 90.81 90.27 87.72
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.73 89.60 92.31 87.55 88.98 89.79 88.95 90.24 88.77 92.79 87.86 88.99 90.25 91.05 91.70 90.85 90.59 90.19 92.31 90.38 91.09 90.39 91.43 88.82 92.30 89.50
905 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.88 91.03 90.55 89.46 91.27 89.24 90.95 89.85 89.36 89.83 92.75 92.07 90.95 93.10 90.73 91.25 89.11 92.91 91.97 90.00 89.13 87.98 92.79 89.66 90.90 90.24
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.08 89.88 90.15 89.17 91.07 88.21 92.28 89.34 88.56 90.69 92.36 90.95 89.27 89.56 89.64 91.59 91.60 91.70 90.60 88.05 88.81 89.19 91.76 90.23 89.53 90.63
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.05 90.48 91.41 87.70 89.10 88.75 88.42 89.63 89.92 90.28 90.57 90.83 90.49 90.88 88.83 89.25 91.00 91.12 91.43 90.26 90.79 89.48 92.40 90.88 91.46 90.94
936 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.02 91.53 91.79 90.23 91.60 89.40 90.70 87.54 90.81 88.64 92.01 90.23 91.41 90.80 89.79 91.90 89.22 91.01 92.07 90.63 89.91 89.75 90.85 89.84 89.19 90.57
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.02 90.93 91.30 90.41 91.33 91.39 91.54 90.68 88.79 88.03 92.38 91.42 91.39 90.42 90.15 91.28 91.56 93.68 91.50 89.42 89.95 91.77 90.98 90.84 89.67 87.08
938 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.31 92.39 91.98 88.78 88.07 91.30 90.14 90.78 90.44 90.25 93.25 89.87 89.64 92.07 89.05 91.76 88.98 91.00 92.07 91.92 92.10 90.08 93.52 89.52 91.27 90.83
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.43 91.83 92.26 91.07 91.40 92.68 90.87 90.39 90.49 89.64 91.37 90.75 91.08 91.80 89.56 90.02 92.10 90.52 92.28 91.78 93.10 90.43 92.29 89.19 89.90 91.48
968 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.77 84.98 89.25 88.85 88.18 89.24 88.62 89.01 88.11 87.61 90.41 87.59 87.81 90.05 87.84 90.89 89.54 87.93 88.51 88.02 88.05 85.73 91.82 86.64 88.19 88.43
969 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.67 88.76 88.91 89.35 87.92 86.39 86.97 88.76 90.70 89.84 91.81 87.64 89.01 90.22 88.36 88.63 91.73 88.25 90.81 88.55 91.57 87.44 89.83 88.63 89.29 88.51
970 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.15 92.23 86.14 88.11 89.09 87.80 88.06 88.11 90.63 87.84 89.79 89.72 90.33 90.82 84.92 89.30 90.17 90.05 87.85 90.32 91.05 88.27 88.86 90.17 87.28 86.39
971 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.96 87.35 91.72 89.31 87.44 88.96 88.94 87.43 85.55 87.75 88.88 90.26 89.83 90.08 89.19 90.59 88.95 90.55 88.71 90.47 89.16 87.65 92.64 89.70 87.97 87.29
1000 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.12 89.31 89.08 88.13 90.02 89.06 90.10 88.85 88.26 88.61 90.56 89.81 90.50 90.01 89.98 90.11 90.39 90.79 92.28 89.99 88.67 90.05 91.11 88.07 87.75 88.06
1001 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.97 89.86 91.50 89.45 93.04 88.66 89.50 88.14 90.58 90.70 91.93 87.38 89.32 88.75 89.02 87.86 91.73 91.48 92.99 87.36 90.23 88.60 91.15 88.91 89.46 89.87
1002 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.85 88.98 92.27 89.68 89.61 87.71 88.17 89.88 89.54 90.47 90.54 89.79 89.80 89.84 87.45 90.14 92.29 90.90 91.48 88.88 89.80 86.87 89.99 89.71 88.34 86.67
1003 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 90.80 92.04 89.92 90.14 89.10 87.24 89.05 89.13 90.56 90.91 90.94 89.61 89.67 90.05 89.53 89.60 89.72 90.81 89.83 91.26 90.20 88.06 91.66 86.96 85.49 89.11
1032 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 93.05 93.31 93.20 88.85 89.69 89.79 92.28 89.55 88.68 90.15 90.36 88.73 89.01 90.76 89.83 89.53 90.51 89.87 90.69 90.49 89.66 90.13 90.84 88.64 90.31 87.25
1033 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.92 90.66 89.68 88.68 89.25 90.09 91.33 91.25 88.63 89.32 90.55 89.55 92.18 89.16 90.65 90.29 92.05 89.68 93.04 90.63 89.94 87.82 92.33 88.49 89.95 87.59
1034 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.15 90.50 90.94 91.17 90.26 89.62 90.03 89.93 90.34 89.94 92.48 90.25 91.50 90.36 90.92 90.77 91.98 90.44 92.37 88.47 92.26 90.62 91.19 89.92 92.70 88.43
1035 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.24 89.74 90.63 88.44 89.80 89.92 89.40 87.04 90.72 87.53 91.47 88.73 90.04 90.57 87.17 89.41 88.82 88.40 90.47 91.71 90.64 88.91 90.96 87.44 88.93 88.94
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.87 88.52 90.97 90.42 90.22 91.17 89.50 87.82 90.56 91.42 90.90 89.11 89.43 93.06 88.40 88.69 90.08 88.85 69.74 88.88 90.92 88.15 90.57 88.78 89.72 88.26
1065 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.54 90.50 88.45 88.78 89.34 90.56 89.17 89.62 88.87 89.88 89.10 88.70 90.94 88.94 88.78 90.48 89.10 88.66 90.12 89.44 89.38 89.82 90.25 89.27 90.63 90.49
1066 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.61 88.89 90.87 90.66 89.05 90.37 92.25 91.21 91.07 91.45 92.03 87.54 91.56 92.48 90.46 90.37 91.36 91.49 91.11 88.86 90.46 90.12 91.08 91.53 91.73 91.56
1067 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.72 91.89 91.07 88.35 88.51 88.68 91.29 88.50 87.98 88.59 88.69 90.09 89.23 92.03 91.52 89.43 69.82 91.52 91.72 87.59 90.52 90.22 90.93 91.08 88.79 89.11
1096 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.27 89.96 91.70 88.46 89.48 89.70 88.39 87.06 91.81 89.55 68.70 89.51 89.17 92.88 89.20 89.61 90.75 92.10 68.77 88.31 89.56 88.26 90.74 91.14 91.00 89.60
1097 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.16 90.59 92.77 90.42 91.01 88.58 90.41 91.06 89.01 90.98 90.45 68.77 89.98 90.98 91.48 88.71 91.45 68.20 90.57 89.77 89.52 89.99 91.79 90.13 89.92 88.21
1098 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.83 91.82 90.37 89.82 90.91 90.45 90.71 90.06 89.87 91.25 68.70 88.44 90.02 91.87 92.24 89.05 90.11 89.44 69.73 90.08 88.73 87.82 92.78 87.86 89.59 88.15
1099 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 89.35 92.30 69.63 89.89 91.24 89.97 91.50 91.66 91.37 90.97 89.77 88.95 90.96 89.61 91.98 89.75 91.34 90.26 69.20 88.62 90.14 88.88 94.65 89.24 90.28 89.56
1128 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.70 89.34 89.14 89.99 90.41 90.74 91.12 88.61 92.05 92.76 69.28 70.04 90.02 88.87 58.69 88.27 88.57 91.31 89.51 92.46 88.92 91.12 90.06 89.09 90.27 59.94
1129 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.40 91.43 89.80 92.27 93.03 68.50 89.04 90.09 90.79 91.33 91.13 87.95 88.67 90.78 89.59 90.02 89.37 68.66 69.02 90.37 90.63 90.72 89.49 88.99 60.42 90.99
1130 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.11 92.26 90.74 92.31 69.40 89.70 92.73 90.67 89.72 88.76 92.01 91.56 90.42 90.51 89.77 69.64 89.76 92.55 69.65 89.97 89.28 91.20 92.09 91.64 61.31 90.81
1131 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.08 91.64 70.43 87.53 90.47 85.42 90.66 91.27 92.13 90.42 70.01 68.52 68.99 93.00 91.36 91.57 93.45 90.29 88.26 69.11 90.87 90.46 92.30 91.08 91.29 87.54


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
875 87.63 88.04 89.34 87.92 88.65 88.71 88.12 88.65 87.78 87.31 88.70 88.66 88.61 88.63 88.94 89.16 88.39 88.68 89.24 89.03 86.63 86.42 88.17 88.87 88.14 86.27 88.257308
939 86.66 89.58 88.80 88.61 88.35 89.18 87.47 88.28 88.47 87.85 89.38 88.18 89.19 89.93 88.37 87.15 88.94 87.89 88.93 88.51 87.90 87.34 89.51 86.24 86.11 87.18 88.230769
585 88.49 90.02 88.79 87.85 86.92 88.16 86.82 86.91 87.54 87.94 88.92 88.77 88.38 87.40 88.68 89.51 88.28 89.03 89.43 88.26 86.81 86.11 88.92 88.20 87.63 88.86 88.178077
649 89.31 86.67 88.61 87.64 88.61 90.28 87.51 87.60 88.57 87.97 88.86 87.30 88.29 88.30 88.92 87.26 87.04 86.85 88.89 88.52 86.53 86.67 90.11 88.84 88.41 88.62 88.160769
650 85.47 90.14 88.90 88.92 89.10 89.91 88.07 87.86 88.47 86.89 89.97 87.60 88.78 88.77 88.68 87.99 89.12 89.10 87.75 89.73 86.76 87.16 88.00 86.70 85.35 86.43 88.139231
651 88.44 87.13 88.67 89.08 87.95 89.54 88.40 87.37 88.89 88.06 88.98 89.41 87.11 87.17 87.75 87.68 86.95 87.57 89.27 87.41 89.12 86.62 88.38 87.42 87.61 88.04 88.077692
906 88.72 88.21 88.04 87.20 88.36 87.73 88.21 87.74 86.93 88.25 89.68 89.49 88.86 88.40 87.39 89.96 87.26 88.50 89.63 88.96 86.33 85.55 89.16 86.68 85.70 87.85 88.030385
907 87.84 86.66 88.52 86.95 88.80 88.28 87.14 87.58 88.17 88.06 89.63 89.97 88.73 87.78 89.74 86.70 88.30 88.03 88.64 89.12 86.59 87.69 86.97 87.36 87.82 87.37 88.016923
938 89.68 87.12 88.43 86.58 87.66 87.94 88.87 87.70 87.84 87.94 90.29 87.85 88.33 88.33 86.00 88.89 87.44 88.45 90.45 87.93 87.75 86.89 88.91 85.93 86.97 87.73 87.996154
648 87.08 88.48 88.28 88.39 88.38 89.21 87.39 87.28 88.68 85.73 89.34 88.00 88.41 87.39 87.20 87.92 89.13 87.21 88.09 89.64 87.28 85.43 89.17 87.06 87.84 87.75 87.913846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.44 89.02 87.86 89.30 85.01 89.48 85.92 88.24 88.20 87.57 88.42 88.82 89.84 85.20 87.11 88.65 88.42 87.68 86.86 89.85 87.23 87.06 87.97 88.37 85.81 87.64
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.63 88.04 89.34 87.92 88.65 88.71 88.12 88.65 87.78 87.31 88.70 88.66 88.61 88.63 88.94 89.16 88.39 88.68 89.24 89.03 86.63 86.42 88.17 88.87 88.14 86.27
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.37 88.46 89.29 87.84 88.79 89.12 88.00 87.65 88.41 89.77 88.98 89.57 87.04 88.66 87.71 88.27 88.42 88.67 75.25 88.30 87.65 85.50 86.67 85.22 87.10 86.76
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.34 88.36 87.09 86.28 89.16 89.52 88.25 87.19 86.93 87.30 87.80 88.74 87.24 87.31 87.33 88.55 87.95 88.30 89.94 89.82 85.19 85.84 88.72 89.16 86.22 88.59
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.49 90.02 88.79 87.85 86.92 88.16 86.82 86.91 87.54 87.94 88.92 88.77 88.38 87.40 88.68 89.51 88.28 89.03 89.43 88.26 86.81 86.11 88.92 88.20 87.63 88.86
779 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.26 88.48 88.74 88.43 87.41 88.86 86.86 88.20 88.39 87.78 88.84 89.66 87.92 89.02 88.11 87.50 87.61 88.10 89.14 88.47 87.67 84.76 87.67 87.27 85.63 85.82
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.59 88.48 88.80 86.70 89.93 89.18 86.82 88.12 87.77 89.52 88.86 88.09 87.72 87.54 88.47 88.79 87.48 86.77 89.75 88.36 86.33 86.13 86.96 84.98 88.18 84.95
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.72 88.21 88.04 87.20 88.36 87.73 88.21 87.74 86.93 88.25 89.68 89.49 88.86 88.40 87.39 89.96 87.26 88.50 89.63 88.96 86.33 85.55 89.16 86.68 85.70 87.85
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.84 86.66 88.52 86.95 88.80 88.28 87.14 87.58 88.17 88.06 89.63 89.97 88.73 87.78 89.74 86.70 88.30 88.03 88.64 89.12 86.59 87.69 86.97 87.36 87.82 87.37
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.63 87.62 87.98 88.72 88.24 89.06 87.42 88.39 88.20 88.02 89.05 89.00 88.45 87.38 89.01 88.34 88.62 87.68 88.48 89.43 85.36 86.69 86.30 85.50 86.05 85.52
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.58 89.37 86.58 86.44 88.02 87.57 87.68 87.58 88.12 88.00 88.14 88.58 89.37 88.31 90.48 88.83 87.82 88.90 89.40 89.59 84.42 84.65 90.06 85.94 88.41 86.38
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.56 89.47 88.10 85.45 88.45 88.21 87.46 87.73 88.99 88.67 90.86 88.99 89.10 88.89 88.66 86.55 89.12 86.03 88.32 87.19 87.22 84.29 87.69 86.41 84.79 87.87
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.69 88.09 88.83 87.50 87.41 86.65 88.52 89.02 87.41 87.48 88.86 88.94 89.14 87.09 88.58 88.53 87.69 89.82 88.78 88.92 85.70 87.98 87.91 85.94 88.06 85.10
938 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.68 87.12 88.43 86.58 87.66 87.94 88.87 87.70 87.84 87.94 90.29 87.85 88.33 88.33 86.00 88.89 87.44 88.45 90.45 87.93 87.75 86.89 88.91 85.93 86.97 87.73
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.66 89.58 88.80 88.61 88.35 89.18 87.47 88.28 88.47 87.85 89.38 88.18 89.19 89.93 88.37 87.15 88.94 87.89 88.93 88.51 87.90 87.34 89.51 86.24 86.11 87.18
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.08 88.48 88.28 88.39 88.38 89.21 87.39 87.28 88.68 85.73 89.34 88.00 88.41 87.39 87.20 87.92 89.13 87.21 88.09 89.64 87.28 85.43 89.17 87.06 87.84 87.75
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.31 86.67 88.61 87.64 88.61 90.28 87.51 87.60 88.57 87.97 88.86 87.30 88.29 88.30 88.92 87.26 87.04 86.85 88.89 88.52 86.53 86.67 90.11 88.84 88.41 88.62
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.47 90.14 88.90 88.92 89.10 89.91 88.07 87.86 88.47 86.89 89.97 87.60 88.78 88.77 88.68 87.99 89.12 89.10 87.75 89.73 86.76 87.16 88.00 86.70 85.35 86.43
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.44 87.13 88.67 89.08 87.95 89.54 88.40 87.37 88.89 88.06 88.98 89.41 87.11 87.17 87.75 87.68 86.95 87.57 89.27 87.41 89.12 86.62 88.38 87.42 87.61 88.04
Size of the All data:  (144, 29)
Size of the Sig data:  (19, 34)
Code
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)

html_table = dt_mw11.to_html(index=True)


# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 max_map
619 87.56 89.47 88.10 85.45 88.45 88.21 87.46 87.73 88.99 88.67 90.86 88.99 89.10 88.89 88.66 86.55 89.12 86.03 88.32 87.19 87.22 84.29 87.69 86.41 84.79 87.87 90.86
618 86.58 89.37 86.58 86.44 88.02 87.57 87.68 87.58 88.12 88.00 88.14 88.58 89.37 88.31 90.48 88.83 87.82 88.90 89.40 89.59 84.42 84.65 90.06 85.94 88.41 86.38 90.48
938 89.68 87.12 88.43 86.58 87.66 87.94 88.87 87.70 87.84 87.94 90.29 87.85 88.33 88.33 86.00 88.89 87.44 88.45 90.45 87.93 87.75 86.89 88.91 85.93 86.97 87.73 90.45
649 89.31 86.67 88.61 87.64 88.61 90.28 87.51 87.60 88.57 87.97 88.86 87.30 88.29 88.30 88.92 87.26 87.04 86.85 88.89 88.52 86.53 86.67 90.11 88.84 88.41 88.62 90.28
650 85.47 90.14 88.90 88.92 89.10 89.91 88.07 87.86 88.47 86.89 89.97 87.60 88.78 88.77 88.68 87.99 89.12 89.10 87.75 89.73 86.76 87.16 88.00 86.70 85.35 86.43 90.14
585 88.49 90.02 88.79 87.85 86.92 88.16 86.82 86.91 87.54 87.94 88.92 88.77 88.38 87.40 88.68 89.51 88.28 89.03 89.43 88.26 86.81 86.11 88.92 88.20 87.63 88.86 90.02
907 87.84 86.66 88.52 86.95 88.80 88.28 87.14 87.58 88.17 88.06 89.63 89.97 88.73 87.78 89.74 86.70 88.30 88.03 88.64 89.12 86.59 87.69 86.97 87.36 87.82 87.37 89.97
906 88.72 88.21 88.04 87.20 88.36 87.73 88.21 87.74 86.93 88.25 89.68 89.49 88.86 88.40 87.39 89.96 87.26 88.50 89.63 88.96 86.33 85.55 89.16 86.68 85.70 87.85 89.96
584 88.34 88.36 87.09 86.28 89.16 89.52 88.25 87.19 86.93 87.30 87.80 88.74 87.24 87.31 87.33 88.55 87.95 88.30 89.94 89.82 85.19 85.84 88.72 89.16 86.22 88.59 89.94
904 88.59 88.48 88.80 86.70 89.93 89.18 86.82 88.12 87.77 89.52 88.86 88.09 87.72 87.54 88.47 88.79 87.48 86.77 89.75 88.36 86.33 86.13 86.96 84.98 88.18 84.95 89.93
939 86.66 89.58 88.80 88.61 88.35 89.18 87.47 88.28 88.47 87.85 89.38 88.18 89.19 89.93 88.37 87.15 88.94 87.89 88.93 88.51 87.90 87.34 89.51 86.24 86.11 87.18 89.93
873 87.44 89.02 87.86 89.30 85.01 89.48 85.92 88.24 88.20 87.57 88.42 88.82 89.84 85.20 87.11 88.65 88.42 87.68 86.86 89.85 87.23 87.06 87.97 88.37 85.81 87.64 89.85
937 87.69 88.09 88.83 87.50 87.41 86.65 88.52 89.02 87.41 87.48 88.86 88.94 89.14 87.09 88.58 88.53 87.69 89.82 88.78 88.92 85.70 87.98 87.91 85.94 88.06 85.10 89.82
1064 88.37 88.46 89.29 87.84 88.79 89.12 88.00 87.65 88.41 89.77 88.98 89.57 87.04 88.66 87.71 88.27 88.42 88.67 75.25 88.30 87.65 85.50 86.67 85.22 87.10 86.76 89.77
779 87.26 88.48 88.74 88.43 87.41 88.86 86.86 88.20 88.39 87.78 88.84 89.66 87.92 89.02 88.11 87.50 87.61 88.10 89.14 88.47 87.67 84.76 87.67 87.27 85.63 85.82 89.66
648 87.08 88.48 88.28 88.39 88.38 89.21 87.39 87.28 88.68 85.73 89.34 88.00 88.41 87.39 87.20 87.92 89.13 87.21 88.09 89.64 87.28 85.43 89.17 87.06 87.84 87.75 89.64
651 88.44 87.13 88.67 89.08 87.95 89.54 88.40 87.37 88.89 88.06 88.98 89.41 87.11 87.17 87.75 87.68 86.95 87.57 89.27 87.41 89.12 86.62 88.38 87.42 87.61 88.04 89.54
616 86.63 87.62 87.98 88.72 88.24 89.06 87.42 88.39 88.20 88.02 89.05 89.00 88.45 87.38 89.01 88.34 88.62 87.68 88.48 89.43 85.36 86.69 86.30 85.50 86.05 85.52 89.43
875 87.63 88.04 89.34 87.92 88.65 88.71 88.12 88.65 87.78 87.31 88.70 88.66 88.61 88.63 88.94 89.16 88.39 88.68 89.24 89.03 86.63 86.42 88.17 88.87 88.14 86.27 89.34
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
15 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.79 92.02 91.52 88.76 88.09 87.47 87.41 89.62 87.14 89.98 87.76 90.64 89.94 87.83 88.08 89.88 91.39 89.26 89.12 89.96 89.81 88.46 90.39 90.22 89.84 87.80
0 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.89 90.83 89.82 89.47 90.31 86.79 89.02 88.42 89.24 88.84 90.62 87.25 89.60 91.83 90.58 90.56 93.11 90.82 91.00 89.43 88.72 88.53 90.48 90.81 90.27 87.72
18 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.87 88.52 90.97 90.42 90.22 91.17 89.50 87.82 90.56 91.42 90.90 89.11 89.43 93.06 88.40 88.69 90.08 88.85 69.74 88.88 90.92 88.15 90.57 88.78 89.72 88.26
12 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.35 89.90 89.76 87.88 89.87 88.61 90.57 88.44 89.83 87.72 90.41 88.61 90.30 90.05 86.28 90.89 88.77 91.12 88.99 90.74 88.39 90.37 93.16 91.00 88.23 89.08
2 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.07 90.06 90.57 91.24 88.23 88.36 89.18 88.19 88.68 87.50 90.47 88.60 90.41 88.27 89.68 90.30 90.81 89.56 90.89 90.37 88.80 89.45 90.59 89.67 88.86 89.67
13 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.01 92.24 90.53 89.50 88.33 89.11 90.81 87.76 89.72 90.01 90.72 89.71 91.18 91.03 89.09 90.79 88.70 89.55 90.57 89.42 90.17 89.03 91.76 91.88 90.55 88.56
14 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.73 89.60 92.31 87.55 88.98 89.79 88.95 90.24 88.77 92.79 87.86 88.99 90.25 91.05 91.70 90.85 90.59 90.19 92.31 90.38 91.09 90.39 91.43 88.82 92.30 89.50
6 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.08 89.88 90.15 89.17 91.07 88.21 92.28 89.34 88.56 90.69 92.36 90.95 89.27 89.56 89.64 91.59 91.60 91.70 90.60 88.05 88.81 89.19 91.76 90.23 89.53 90.63
7 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.05 90.48 91.41 87.70 89.10 88.75 88.42 89.63 89.92 90.28 90.57 90.83 90.49 90.88 88.83 89.25 91.00 91.12 91.43 90.26 90.79 89.48 92.40 90.88 91.46 90.94
17 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.23 89.54 93.05 89.68 88.93 89.72 88.59 89.96 90.65 90.76 89.09 87.96 90.39 89.52 90.36 90.94 90.79 91.54 92.11 89.13 88.92 87.93 88.50 89.80 88.25 90.38
11 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.97 89.62 91.30 88.61 90.83 88.26 88.21 90.55 89.59 90.38 89.33 88.97 91.71 89.95 92.08 88.30 91.32 91.20 92.92 89.28 87.47 90.35 92.27 86.77 92.03 87.66
16 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.73 92.76 92.13 88.90 91.28 90.44 87.60 88.41 90.86 89.20 92.76 89.52 89.81 91.04 91.23 90.95 91.60 91.13 89.07 90.39 90.80 88.87 92.58 90.24 88.87 91.53
10 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.02 90.93 91.30 90.41 91.33 91.39 91.54 90.68 88.79 88.03 92.38 91.42 91.39 90.42 90.15 91.28 91.56 93.68 91.50 89.42 89.95 91.77 90.98 90.84 89.67 87.08
8 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.31 92.39 91.98 88.78 88.07 91.30 90.14 90.78 90.44 90.25 93.25 89.87 89.64 92.07 89.05 91.76 88.98 91.00 92.07 91.92 92.10 90.08 93.52 89.52 91.27 90.83
1 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.43 91.83 92.26 91.07 91.40 92.68 90.87 90.39 90.49 89.64 91.37 90.75 91.08 91.80 89.56 90.02 92.10 90.52 92.28 91.78 93.10 90.43 92.29 89.19 89.90 91.48
9 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.91 91.88 92.52 91.28 91.89 92.05 90.52 89.30 89.90 89.06 90.11 88.00 93.04 90.93 88.70 91.36 90.91 90.22 90.51 92.17 91.02 90.25 94.31 89.55 90.33 90.53
3 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.80 91.51 91.40 90.80 91.86 91.04 88.53 90.44 90.35 90.35 88.65 90.05 89.69 89.85 88.95 91.72 88.65 89.33 92.66 91.85 90.26 90.35 91.89 91.67 92.05 90.27
4 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.09 91.69 91.63 91.25 90.48 90.68 90.83 89.54 89.76 91.03 91.70 90.26 89.33 91.17 92.28 90.45 90.25 89.94 89.53 90.30 90.88 89.80 92.12 90.63 88.81 91.09
5 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.27 89.67 91.42 92.28 91.65 90.88 91.00 90.44 91.32 88.91 92.04 89.71 89.72 89.16 90.54 91.09 90.11 86.16 91.40 90.09 90.82 90.08 91.89 90.98 89.50 90.56
Size of the test data:  (19, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 89.134737 0.727976
mAP_valid_abs_values_20 88.791579 0.789376
mAP_valid_abs_values_6 88.767895 0.901169
mAP_valid_abs_values_12 88.716842 0.734386
mAP_valid_abs_values_13 88.447895 0.771496
mAP_valid_abs_values_3 88.402632 0.689644
mAP_valid_abs_values_2 88.389474 1.045596
mAP_valid_abs_values_23 88.276316 1.095984
mAP_valid_abs_values_15 88.270000 1.027656
mAP_valid_abs_values_19 88.223158 3.248374
mAP_valid_abs_values_16 88.222632 0.920343
mAP_valid_abs_values_5 88.168421 1.037573
mAP_valid_abs_values_17 88.104211 0.705513
mAP_valid_abs_values_9 88.092632 0.589641
mAP_valid_abs_values_18 88.066316 0.928459
mAP_valid_abs_values_14 87.973684 1.017465
mAP_valid_abs_values_10 87.900526 0.871133
mAP_valid_abs_values_8 87.846842 0.527289
mAP_valid_abs_values 87.777895 1.038255
mAP_valid_abs_values_4 87.673684 1.071983
mAP_valid_abs_values_7 87.627895 0.724811
mAP_valid_abs_values_26 87.091053 1.187551
mAP_valid_abs_values_24 86.952105 1.273947
mAP_valid_abs_values_25 86.938421 1.173084
mAP_valid_abs_values_21 86.761579 1.097154
mAP_valid_abs_values_22 86.251579 1.033679


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 91.731053 1.311822
mAP_test_abs_values_3 91.370000 0.908717
mAP_test_abs_values_2 90.807895 1.217318
mAP_test_abs_values_11 90.650000 1.589035
mAP_test_abs_values_17 90.648421 1.223039
mAP_test_abs_values_16 90.561579 0.971324
mAP_test_abs_values_14 90.498421 1.308219
mAP_test_abs_values_18 90.362632 1.509650
mAP_test_abs_values_13 90.351053 0.967195
mAP_test_abs_values 90.294737 1.082412
mAP_test_abs_values_20 90.201053 1.122902
average_map 90.178360 0.570298
mAP_test_abs_values_21 90.148421 1.377926
mAP_test_abs_values_5 90.101053 1.363068
mAP_test_abs_values_24 90.077895 1.188181
mAP_test_abs_values_25 90.075789 1.260839
mAP_test_abs_values_19 89.931579 5.039425
mAP_test_abs_values_10 89.833684 1.318965
mAP_test_abs_values_6 89.826316 1.638940
mAP_test_abs_values_15 89.746316 1.488613
mAP_test_abs_values_4 89.723684 1.372201
mAP_test_abs_values_9 89.714211 1.003385
mAP_test_abs_values_7 89.682632 1.387964
mAP_test_abs_values_26 89.661579 1.427341
mAP_test_abs_values_22 89.629474 0.973119
mAP_test_abs_values_12 89.536842 1.142099
mAP_test_abs_values_8 89.471053 1.015945
Code
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_32 =  res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]

res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]


result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')


result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]

html_table = result_merged_mwu_32.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 89.134737 90.650000
1 20 88.791579 90.201053
2 6 88.767895 89.826316
3 12 88.716842 89.536842
4 13 88.447895 90.351053
5 3 88.402632 91.370000
6 2 88.389474 90.807895
7 23 88.276316 91.731053
8 15 88.270000 89.746316
9 19 88.223158 89.931579
10 16 88.222632 90.561579
11 5 88.168421 90.101053
12 17 88.104211 90.648421
13 9 88.092632 89.714211
14 18 88.066316 90.362632
15 14 87.973684 90.498421
16 10 87.900526 89.833684
17 8 87.846842 89.471053
18 1 87.777895 90.294737
19 4 87.673684 89.723684
20 7 87.627895 89.682632
21 26 87.091053 89.661579
22 24 86.952105 90.077895
23 25 86.938421 90.075789
24 21 86.761579 90.148421
25 22 86.251579 89.629474


Code
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 24

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 82.99 81.70 85.81 83.44 83.54 84.95 84.09 85.04 85.20 81.20 85.77 86.58 85.07 81.06 85.26 85.41 85.14 87.09 83.73 85.27 24.01 83.57 82.52 83.18 82.08 84.02
5 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.97 84.89 84.68 84.49 86.66 82.50 83.45 88.31 86.83 85.01 88.09 85.17 85.06 86.42 85.07 86.34 24.01 85.34 86.53 88.22 84.42 81.68 83.19 84.09 83.33 81.38
6 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 84.25 84.56 85.87 86.40 85.87 87.71 87.25 84.16 85.64 85.90 85.79 85.77 85.17 87.00 84.33 88.34 84.57 89.30 87.31 84.82 83.61 82.99 86.10 84.83 84.44 84.34
7 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 82.62 86.23 83.77 86.46 85.45 84.27 85.28 87.18 24.01 84.32 87.92 88.21 85.20 86.83 88.09 86.42 86.25 86.02 86.09 85.19 85.88 82.82 86.19 84.97 83.25 86.10
36 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.36 80.17 84.28 84.30 83.53 85.44 83.90 81.76 85.92 85.34 86.92 86.88 86.22 86.23 79.63 84.32 86.73 85.45 86.12 87.07 77.92 82.79 74.93 84.87 82.29 82.84
37 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.50 87.10 85.43 82.21 86.98 84.73 87.70 85.55 85.52 86.32 87.78 84.89 87.59 85.70 87.06 86.85 87.88 85.35 87.71 87.05 83.72 84.06 86.84 84.36 85.25 86.28
38 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 83.28 80.81 86.23 85.56 84.23 84.99 85.19 81.83 85.79 85.99 85.88 85.70 86.97 87.30 84.80 85.59 84.59 84.76 86.44 85.29 83.19 83.53 87.17 84.13 81.58 84.43
39 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 84.70 85.78 85.37 83.85 86.87 85.86 83.96 87.14 85.45 86.83 86.10 86.14 86.42 85.63 86.71 83.71 84.23 85.80 87.45 86.40 86.61 83.06 82.77 85.81 83.40 84.17
68 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 81.39 86.50 71.02 83.29 70.18 82.30 69.26 80.51 84.74 83.09 86.96 84.23 88.03 82.15 81.68 85.83 83.71 85.36 85.20 85.68 82.34 82.35 84.43 85.13 84.39 83.16
69 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.93 85.77 84.01 84.86 83.50 86.11 85.64 83.92 86.32 84.52 83.25 85.47 86.51 83.49 86.08 83.59 86.88 85.93 82.98 88.04 82.66 83.20 84.13 69.16 81.49 84.68
70 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 81.43 72.12 85.74 87.40 81.28 82.53 81.92 82.37 83.37 84.94 86.60 87.22 86.61 82.66 84.43 86.48 83.88 85.40 86.50 84.67 71.84 81.99 85.30 82.92 81.37 83.43
71 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.08 70.75 86.74 85.83 84.58 87.34 85.26 87.68 86.36 86.01 85.32 87.28 85.19 84.84 86.80 85.92 77.09 83.86 85.00 86.12 82.50 83.81 83.46 84.60 82.41 83.30
100 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 83.00 85.76 84.65 85.37 84.49 73.53 85.00 86.32 85.21 84.53 84.45 85.95 84.68 85.40 86.28 87.57 86.25 84.23 87.90 86.71 83.10 84.51 86.28 56.14 84.79 84.39
101 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 24.01 86.53 85.01 87.23 84.79 86.25 85.08 84.85 86.65 85.95 86.66 86.33 86.54 86.09 82.67 84.27 85.46 86.10 85.03 87.26 83.81 84.33 81.74 86.00 83.94 86.55
102 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 83.81 84.78 86.15 86.22 86.37 86.18 84.33 85.19 84.11 85.42 88.47 86.23 87.21 86.00 58.14 85.10 85.20 83.49 85.67 86.51 78.67 85.11 84.49 56.23 84.06 83.31
103 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 83.45 86.21 82.01 88.63 83.33 87.28 86.42 84.13 86.79 85.51 87.19 86.42 85.57 87.83 86.58 87.27 86.36 86.75 86.56 86.42 83.69 82.79 83.70 69.69 83.44 83.58
132 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.00 86.72 83.39 82.41 85.81 86.27 86.89 82.94 82.72 87.31 89.36 88.22 83.03 81.30 83.84 86.07 85.24 83.74 88.24 72.85 84.86 58.11 81.10 88.23 83.75 85.47
133 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 84.09 83.61 84.68 83.37 86.19 84.19 86.15 84.47 82.74 86.94 87.85 73.67 86.01 88.35 83.66 87.53 86.52 83.75 89.33 87.05 83.85 85.53 84.29 83.99 84.67 85.38
134 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.68 83.46 85.56 82.99 86.65 85.91 86.41 86.62 85.82 86.58 88.39 86.02 86.61 86.07 85.78 88.50 84.13 84.22 86.43 73.92 85.29 82.94 84.68 83.04 84.86 84.98
135 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 83.78 86.45 85.50 84.81 84.43 88.44 86.10 84.87 86.52 87.11 84.91 73.93 87.55 87.95 84.99 82.98 85.17 84.79 87.17 87.31 84.29 83.50 85.06 85.00 84.90 85.51
164 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 83.06 82.04 86.94 83.19 85.28 84.80 85.27 83.17 74.10 86.42 87.96 85.34 81.84 84.30 87.40 87.09 87.56 88.01 86.84 74.91 87.60 84.25 85.00 83.61 83.80 84.04
165 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 85.66 85.42 85.51 85.99 83.97 86.17 88.71 85.25 86.93 87.01 86.89 86.47 87.70 85.61 86.51 85.18 85.82 84.86 88.68 85.83 84.70 85.31 86.80 84.44 85.71 84.42
166 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 85.97 85.90 84.76 83.95 87.17 86.55 87.01 88.21 84.20 85.17 85.94 86.52 85.68 89.42 88.23 85.04 88.60 73.35 87.20 85.81 81.91 84.78 56.77 84.52 85.52 85.23
167 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 84.84 87.02 86.87 88.30 84.98 88.23 72.50 86.58 87.77 86.38 88.24 85.76 88.51 72.96 83.31 87.79 85.22 85.38 86.30 85.84 86.53 84.25 84.96 87.48 85.56 85.99
196 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.57 41.27 41.82 41.38 39.69 40.11 49.79 39.14 39.35 41.90 40.58 39.58 39.39 39.82 41.04 39.41 41.15 39.65 41.25 39.91 39.50 39.59 39.73 40.42 40.10 40.09
197 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 39.60 39.42 40.13 41.69 41.13 39.04 39.86 39.49 39.56 39.48 39.26 39.87 40.27 40.34 41.05 39.52 41.87 40.08 39.01 40.14 39.84 41.45 40.22 40.22 40.21 40.47
198 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 40.46 39.99 41.45 41.96 39.98 40.06 40.70 40.59 39.87 39.51 39.72 40.35 39.44 39.88 41.14 39.77 39.76 82.33 39.50 40.66 39.64 39.98 39.26 40.48 40.55 40.93
199 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 40.27 39.75 40.80 41.57 39.40 39.38 84.92 40.59 39.74 39.98 39.40 40.09 84.96 41.69 40.78 40.31 39.80 39.32 39.73 40.09 39.97 40.67 39.30 40.10 40.55 40.22
228 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 40.65 41.25 39.18 40.59 39.48 39.73 49.74 41.29 39.40 41.94 39.74 40.10 40.23 39.38 41.90 39.91 40.06 39.22 39.26 40.20 39.64 40.22 40.04 40.80 41.12 40.99
229 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 40.47 39.37 39.65 40.31 39.75 39.87 39.63 41.37 39.64 40.09 39.41 39.68 39.85 39.16 55.09 39.27 40.47 39.64 40.91 47.71 45.98 48.48 39.29 40.35 39.85 40.10
230 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 39.42 50.08 40.07 41.96 39.85 39.75 40.49 40.58 39.48 39.34 40.05 49.17 39.77 39.13 55.53 39.40 41.55 83.05 39.31 39.49 39.67 39.98 38.86 40.10 40.23 40.34
231 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.27 41.05 39.71 41.25 39.13 40.19 39.12 40.83 39.74 39.62 39.49 40.08 24.01 40.91 39.77 39.38 39.38 40.44 48.77 40.58 39.69 40.46 38.89 40.21 39.20 41.26
260 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 39.29 40.92 39.16 41.64 39.68 38.95 40.48 39.75 39.66 40.07 39.73 40.23 39.63 39.77 39.72 39.64 41.16 40.14 40.58 39.40 38.94 40.08 39.49 40.67 39.85 40.80
261 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 40.13 40.00 39.76 41.69 39.72 39.38 39.89 39.64 40.38 40.22 39.50 40.78 39.75 40.10 40.28 38.75 39.76 39.10 39.72 41.01 49.42 40.22 39.01 40.47 39.94 41.05
262 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 40.21 39.98 54.57 39.70 40.28 39.76 39.99 39.99 39.59 39.93 39.26 39.73 49.42 41.17 40.35 39.04 39.83 84.55 50.69 39.66 41.04 40.21 39.57 40.22 39.11 40.23
263 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 39.62 41.29 38.84 41.83 49.94 39.71 39.50 40.34 39.96 39.35 40.45 39.60 39.49 40.22 40.91 39.86 40.10 39.45 39.63 41.01 40.34 40.21 38.91 40.35 39.94 40.34
292 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 83.02 83.41 82.29 86.62 84.68 85.72 86.12 84.07 82.15 84.20 85.23 87.11 85.76 83.77 83.56 84.43 24.01 85.16 85.91 85.43 24.01 83.41 82.28 64.47 84.60 82.67
293 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 83.62 86.76 85.77 85.03 85.78 86.30 87.75 86.87 85.69 86.62 85.48 86.89 86.71 85.35 86.25 86.27 87.79 86.48 88.68 86.45 84.07 84.86 86.06 84.55 82.33 82.26
294 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 85.44 85.04 86.67 85.26 86.73 84.39 86.57 85.35 84.14 85.91 86.36 85.44 84.42 86.76 86.03 86.35 84.92 85.65 86.10 85.75 85.33 84.30 82.79 82.74 85.09 81.74
295 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.31 80.36 84.29 84.10 86.44 86.20 85.86 84.23 85.27 85.21 86.11 85.70 86.63 82.68 85.15 84.65 85.31 84.93 86.31 86.84 84.32 84.34 86.16 85.22 82.18 81.36
324 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 81.76 73.42 84.01 84.08 86.25 83.98 85.98 84.28 83.79 85.80 86.65 86.37 86.41 86.32 74.46 85.37 79.22 84.44 86.62 84.38 81.14 67.56 80.27 79.55 68.01 78.01
325 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 85.93 85.31 85.93 84.83 86.23 87.45 85.55 86.22 87.40 86.81 86.96 88.61 84.95 88.61 85.80 87.38 85.63 85.92 87.59 85.79 82.38 83.33 82.61 85.09 84.64 82.80
326 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.64 84.90 86.54 85.82 85.62 85.71 84.18 85.94 85.77 86.71 85.55 85.69 86.97 88.66 85.22 85.24 87.72 84.43 84.73 85.66 83.59 84.92 84.55 83.21 68.73 68.69
327 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 83.73 79.66 86.19 80.80 84.63 88.16 85.94 85.06 88.10 88.22 89.06 87.28 83.02 85.48 86.60 84.58 88.67 85.38 85.49 86.34 79.14 83.08 82.49 80.62 83.18 82.95
356 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 82.91 67.44 82.33 78.92 83.35 84.47 86.31 87.48 78.75 24.01 87.15 86.21 84.27 86.31 86.36 81.53 83.81 85.23 85.19 87.09 68.03 83.58 82.98 82.67 82.86 81.91
357 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 71.85 83.86 84.22 67.77 84.22 87.16 86.30 84.45 82.71 81.54 84.07 84.30 84.45 82.53 83.45 81.15 85.88 82.73 84.96 85.24 68.61 69.76 84.90 84.00 84.49 84.23
358 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 83.72 87.75 80.85 83.74 86.11 84.68 84.89 84.77 83.88 85.98 86.55 86.83 84.09 78.75 86.60 87.49 82.89 85.78 86.53 89.56 83.43 67.89 82.68 69.92 70.91 84.00
359 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 84.85 82.34 83.32 84.66 85.34 84.99 86.94 89.58 83.67 86.11 85.55 86.79 87.27 87.24 86.01 81.91 84.75 86.18 86.20 85.64 81.01 83.23 73.29 72.52 72.17 85.46
388 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.84 83.31 86.25 86.66 85.09 85.83 86.06 83.56 86.46 85.21 88.59 74.59 87.58 84.96 86.95 86.31 86.77 85.61 86.88 87.12 82.83 85.02 84.47 84.37 84.63 84.86
389 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 85.15 85.16 84.83 85.07 84.86 84.07 85.93 84.98 87.59 86.87 87.37 87.03 85.72 86.63 86.74 86.29 86.19 87.88 86.12 85.90 85.07 84.48 84.20 84.30 79.51 84.95
390 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 86.11 83.99 81.23 82.15 85.14 86.62 85.20 85.43 84.20 87.18 86.48 86.18 85.32 84.27 82.87 87.42 85.50 74.79 87.93 84.87 85.11 82.31 85.23 56.11 83.89 57.67
391 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 84.72 85.54 84.15 87.51 87.61 87.76 84.91 84.97 86.58 86.43 86.29 73.95 86.30 85.96 86.14 86.74 85.00 84.98 75.58 87.39 85.11 81.17 55.29 83.75 85.73 85.96
420 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.37 85.22 84.14 81.78 84.21 84.87 86.74 84.07 86.66 85.95 85.84 84.70 84.94 85.22 87.93 86.26 84.78 86.22 87.14 75.40 86.92 55.69 85.21 84.80 84.52 83.00
421 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 82.47 86.76 84.01 84.35 85.26 87.32 84.88 87.70 85.36 73.42 86.62 88.59 87.02 85.05 73.06 86.39 84.02 85.26 88.20 73.43 84.03 83.46 83.40 83.97 86.36 82.23
422 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 72.70 85.33 86.09 85.68 83.73 86.69 83.87 87.20 85.83 86.59 87.47 89.01 86.79 87.51 86.47 88.33 83.67 73.59 86.99 86.79 84.72 85.80 84.41 83.49 85.56 85.64
423 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.43 84.95 85.24 82.67 83.57 84.55 85.18 84.64 85.01 84.71 87.75 88.17 87.18 83.59 86.81 87.38 85.88 82.78 88.29 72.61 85.20 84.41 85.36 85.95 83.91 84.71
452 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 83.44 84.76 83.61 87.24 81.27 87.64 87.71 70.22 73.18 85.89 84.71 88.35 86.93 82.47 84.04 87.66 87.56 86.36 88.03 83.86 86.04 83.44 85.34 84.94 84.24 84.52
453 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.49 83.42 84.08 83.25 85.38 85.93 85.48 85.97 83.68 88.17 89.51 85.82 87.27 85.64 86.22 86.54 86.12 87.18 86.69 87.32 85.00 84.88 86.53 84.34 84.02 85.35
454 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.08 84.86 85.52 84.94 84.70 84.95 86.31 88.36 85.44 87.63 88.72 86.25 87.05 86.41 85.00 86.86 72.90 84.42 87.43 85.05 83.75 83.80 83.06 85.63 85.92 85.98
455 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.51 85.02 84.84 84.93 85.51 88.17 83.89 86.12 84.09 86.57 73.12 73.89 86.63 87.57 85.58 85.32 87.24 84.81 86.11 85.07 85.51 85.84 85.04 84.64 84.99 84.88
484 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.96 40.49 38.80 40.80 41.70 49.87 39.64 42.04 39.39 41.84 39.36 39.66 40.13 41.38 39.61 85.67 39.91 39.76 40.00 41.76 39.97 39.97 40.09 40.87 41.11 41.12
485 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.51 39.35 39.85 41.52 39.62 39.91 39.99 41.48 40.23 41.56 39.85 41.11 39.99 39.59 39.86 39.38 39.39 39.88 49.82 39.37 39.99 41.20 39.10 40.10 40.97 41.03
486 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.99 39.83 39.26 41.43 41.82 39.95 40.10 41.04 40.30 39.90 39.73 41.03 40.50 39.22 39.49 50.45 39.37 40.07 39.13 40.44 39.62 39.84 38.93 40.60 40.10 40.34
487 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 39.46 39.76 39.99 41.04 40.31 38.91 39.72 41.27 39.54 39.99 39.05 39.73 39.65 39.23 41.69 39.51 39.83 39.47 40.21 39.39 40.08 39.79 39.04 41.04 40.34 39.59
516 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 40.15 41.16 39.84 39.76 39.62 39.63 39.91 39.94 39.13 39.51 39.29 39.13 39.40 39.40 40.07 49.36 39.64 39.65 39.27 40.66 39.91 40.79 39.12 39.97 40.20 40.46
517 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 39.85 41.04 39.27 39.54 39.45 39.77 40.14 39.77 38.92 39.49 39.60 40.45 39.50 39.50 41.38 39.36 40.76 48.65 39.26 39.23 39.78 40.22 39.01 40.42 40.10 40.22
518 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 39.30 40.30 39.77 39.96 39.76 39.83 39.86 40.68 39.13 48.11 39.05 41.82 40.09 39.99 40.91 49.67 40.25 39.37 39.82 39.85 39.89 39.84 39.02 40.54 40.54 40.10
519 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 39.95 41.69 39.47 39.86 39.99 39.03 40.38 41.95 40.10 39.72 39.43 40.14 39.52 50.51 40.75 39.28 40.26 39.37 39.17 39.01 39.41 40.67 40.09 40.22 40.10 40.23
548 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 39.99 39.54 39.39 39.99 40.13 39.00 40.10 39.40 39.24 39.76 39.93 40.46 39.49 39.71 41.68 39.13 39.63 39.09 39.73 40.00 39.01 40.66 38.65 40.07 40.92 40.22
549 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 39.78 39.61 39.36 39.77 39.49 39.37 39.46 41.50 39.60 39.63 39.64 39.53 39.28 40.07 41.11 39.10 39.82 39.99 39.49 39.04 39.15 40.22 38.99 39.60 40.10 41.09
550 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 40.12 39.99 39.36 40.01 41.55 39.50 39.22 39.96 39.36 39.76 39.77 39.63 40.13 39.37 40.70 39.36 40.14 39.45 39.13 39.77 40.66 40.80 40.22 40.34 40.21 40.47
551 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 39.95 39.39 38.86 41.05 39.47 39.62 48.23 40.21 84.96 40.13 39.83 39.97 39.75 39.40 40.91 39.77 40.00 40.34 39.17 48.74 39.77 39.79 39.01 40.21 39.83 40.22
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.41 87.69 86.72 86.97 87.48 89.78 87.95 87.44 88.27 87.53 88.97 88.29 87.79 87.01 88.00 88.68 87.67 88.77 86.97 89.02 87.05 84.97 84.77 84.71 86.34 86.96
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.31 87.95 86.55 87.39 88.28 88.33 86.23 88.61 87.74 87.81 89.38 87.58 87.29 87.62 87.64 88.38 87.28 87.75 89.00 89.93 86.93 85.99 85.38 86.35 85.78 85.72
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.06 88.00 86.39 88.21 89.15 88.57 88.81 88.35 87.38 88.28 87.93 87.23 86.96 86.91 88.47 88.32 87.58 88.46 87.30 89.04 85.66 88.15 84.99 84.97 84.35
583 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.70 87.45 87.67 87.93 85.71 89.15 85.98 87.59 87.41 87.58 87.48 88.08 86.51 85.76 87.30 87.80 87.28 87.43 88.03 89.33 86.40 86.05 87.57 83.73 86.36 85.16
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.00 87.79 86.26 87.56 86.32 88.14 88.08 87.10 87.96 88.77 87.91 89.71 87.03 85.80 86.47 89.12 87.93 86.86 87.73 87.75 89.47 84.53 87.29 84.13 86.26 86.42
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.07 88.36 85.69 88.57 85.79 89.08 88.30 89.08 87.84 86.86 89.03 87.47 86.99 87.01 86.73 86.91 87.72 87.20 87.57 88.44 86.33 86.37 87.38 85.47 85.48 87.52
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.57 87.55 85.86 88.08 85.04 87.26 87.13 87.83 88.26 86.25 88.59 89.46 88.39 87.26 88.97 88.82 88.07 89.53 89.68 88.34 85.39 85.84 86.52 86.56 86.97 83.73
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.04 89.27 85.29 84.69 87.90 88.53 88.78 88.30 86.89 86.22 89.20 86.31 88.90 88.79 88.89 86.94 87.62 87.99 89.24 87.90 86.75 85.65 85.62 85.38 84.51 86.39
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.22 86.44 86.76 88.54 89.26 88.47 88.73 86.85 88.22 87.34 88.00 87.84 88.33 89.21 86.32 89.59 86.02 88.28 88.76 87.66 83.67 86.71 88.12 85.84 88.80 86.49
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.95 86.86 87.06 87.43 87.88 88.82 88.77 87.72 88.02 85.93 88.46 87.15 86.25 86.82 87.31 88.58 87.41 87.52 89.01 88.25 87.12 86.41 88.16 86.56 88.27 86.43
646 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.10 87.59 87.94 87.44 87.94 87.93 87.59 87.30 87.29 86.48 89.68 89.34 86.63 87.48 87.49 87.53 87.83 89.52 88.38 87.54 83.70 84.56 88.31 85.36 85.68 84.42
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.43 89.05 85.50 87.01 86.99 89.36 88.15 87.29 87.73 86.48 88.48 88.16 88.73 88.12 88.25 87.22 88.28 86.61 87.03 85.67 87.85 85.69 86.89 85.72 85.76 86.10
676 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.79 88.65 87.01 87.53 87.72 87.42 87.29 86.48 73.60 87.95 88.42 88.14 86.17 73.24 87.56 87.57 88.11 87.43 88.19 88.88 85.87 85.16 85.57 86.24 86.75 87.42
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.36 87.87 87.76 88.44 88.08 89.39 85.70 86.96 73.44 87.84 86.92 74.70 88.25 88.86 89.23 87.93 87.49 89.04 88.06 89.75 85.68 84.15 86.44 85.30 88.47 86.09
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.42 89.54 88.74 86.72 87.61 88.49 88.90 88.66 88.85 86.77 88.74 87.67 88.25 87.00 88.74 87.35 86.39 87.61 74.91 88.95 88.22 87.70 86.03 85.31 86.14 86.18
679 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 84.17 88.34 87.84 87.94 88.75 88.77 87.78 88.27 88.39 86.64 74.86 88.54 88.25 88.29 86.64 86.45 85.41 88.28 74.87 87.38 88.07 85.15 86.34 87.37 87.81 85.56
708 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 85.28 87.15 87.02 87.72 86.64 86.63 88.57 88.66 88.51 73.15 88.73 88.40 88.30 85.72 87.24 87.85 86.88 88.31 75.32 89.26 86.79 86.99 88.03 85.39 85.46 85.45
709 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.55 73.63 87.68 88.71 87.36 89.10 73.87 74.37 88.79 87.42 87.99 75.13 88.89 87.89 87.83 74.16 86.95 89.31 88.94 87.96 84.93 85.34 83.90 87.15 85.64 85.42
710 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.41 88.94 87.15 87.37 79.50 87.60 87.26 88.11 87.39 87.29 88.55 73.53 88.29 88.35 86.78 88.62 87.64 86.80 88.85 89.70 88.03 85.24 86.87 87.30 87.59 86.04
711 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.69 87.88 87.79 86.71 87.49 88.52 87.36 89.13 87.35 87.73 73.85 73.60 75.91 87.14 86.96 89.14 86.86 88.17 75.05 74.77 84.02 84.94 57.57 84.64 86.14 86.84
740 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.21 86.74 87.40 89.05 86.97 88.70 87.74 87.98 88.71 88.39 89.65 75.59 88.27 87.78 87.56 87.25 88.52 88.14 86.69 75.39 84.97 85.48 56.98 85.62 57.08 86.63
741 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.61 87.61 86.12 87.90 88.21 88.20 88.06 88.64 86.72 54.14 89.21 88.09 88.56 84.74 56.76 88.26 87.99 87.59 88.17 87.39 83.69 85.21 86.78 55.15 85.44 87.63
742 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 86.47 73.96 87.22 87.57 86.91 88.03 87.66 87.15 86.73 73.68 74.39 74.85 73.88 88.24 87.70 86.22 87.04 73.19 74.16 87.31 86.31 85.64 88.29 54.11 84.11 73.62
743 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 86.31 86.82 88.13 87.17 88.15 88.71 87.49 86.91 86.18 74.15 88.77 88.47 87.79 72.91 87.38 86.33 85.37 86.55 86.91 75.15 85.71 83.76 86.65 85.50 84.64 86.27
772 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 41.11 49.02 41.81 41.38 41.39 40.92 39.25 40.84 41.20 40.59 39.17 40.63 40.55 40.93 48.90 40.94 40.94 48.86 39.57 39.69 38.70 39.06 38.29 45.04 49.43 39.47
773 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 40.12 41.67 41.39 41.38 47.12 39.37 49.55 41.57 40.90 41.25 42.94 38.99 38.89 40.69 40.66 39.14 40.94 49.03 39.88 41.85 45.01 39.83 40.52 41.20 40.09 41.46
774 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 40.45 41.97 40.81 41.22 41.91 49.85 48.94 40.88 39.32 40.50 39.63 41.82 46.17 49.76 40.23 38.48 40.93 47.50 39.45 39.98 39.78 39.52 38.56 41.09 49.18 41.42
775 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 39.96 40.97 41.90 41.39 40.51 50.05 39.31 40.87 41.85 40.61 50.58 39.00 47.90 40.95 40.96 38.51 38.78 38.74 39.48 39.50 39.66 40.08 39.72 40.42 40.78 41.36
804 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 41.57 48.74 40.92 40.84 41.89 41.83 39.35 41.01 39.09 48.75 49.83 55.43 46.47 48.78 40.43 40.31 40.70 50.17 41.91 39.91 46.02 39.34 39.98 41.40 40.62 41.47
805 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 40.57 41.75 41.65 41.36 41.70 39.58 48.69 47.43 40.48 48.27 41.88 40.44 37.89 39.74 46.74 39.49 40.93 47.53 42.19 41.72 39.63 40.22 38.99 40.08 40.88 45.76
806 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 49.18 41.91 41.78 41.96 41.32 40.10 39.95 48.89 46.67 40.13 40.66 41.61 38.33 39.61 40.80 38.84 40.95 38.78 40.07 47.91 44.26 39.21 38.11 40.82 40.84 41.30
807 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 39.55 41.35 47.32 41.35 48.75 46.58 50.08 40.69 41.42 40.47 40.46 48.18 49.26 48.72 41.35 38.91 45.65 45.52 40.46 41.26 39.80 39.52 45.22 40.31 40.68 40.66
836 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 41.79 41.96 41.52 41.65 47.01 47.50 38.33 39.87 40.97 41.29 40.46 41.94 39.26 48.57 49.37 38.42 39.96 38.70 39.42 41.49 40.87 41.40 39.20 41.36 40.47 44.84
837 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 41.70 41.59 48.91 41.54 42.19 43.96 38.57 40.88 39.65 47.52 42.04 40.57 39.02 40.90 48.71 38.66 41.01 47.91 47.59 45.29 40.47 39.34 44.11 41.68 40.80 41.24
838 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 41.65 47.67 41.58 41.82 41.64 42.03 48.16 50.10 41.51 40.60 39.04 41.67 39.25 40.40 41.80 38.42 40.85 35.63 39.96 49.49 40.34 40.07 40.52 40.43 41.24 41.63
839 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 40.66 41.72 40.04 41.55 41.54 41.69 40.06 47.52 49.73 41.08 39.15 41.32 41.13 40.37 40.98 39.50 43.76 42.04 39.12 47.76 40.35 40.84 39.97 41.25 39.73 41.44
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.14 87.92 87.72 88.14 87.96 89.75 86.53 88.46 85.67 86.47 88.60 87.63 88.79 87.20 86.99 86.73 86.91 86.59 87.69 87.35 88.27 85.50 88.82 84.75 88.81 85.62
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.26 87.65 87.52 88.20 88.97 89.07 88.63 87.68 87.13 86.21 88.70 87.37 88.06 85.97 86.02 88.08 89.44 87.00 87.22 88.30 88.19 85.27 87.66 83.91 86.80 87.34
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.65 87.19 87.74 86.61 87.03 89.14 86.99 87.82 88.33 88.18 88.22 89.68 88.38 88.18 88.69 89.25 87.29 87.14 87.85 87.58 84.69 88.83 88.22 85.68 88.46 85.73
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.31 88.82 88.64 86.39 85.51 88.88 87.53 87.41 88.06 86.87 87.08 89.88 85.02 88.85 86.15 87.87 87.49 87.50 88.41 89.63 85.92 88.11 88.58 85.28 86.97 84.09
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.64 88.34 87.36 87.57 88.51 88.71 86.54 90.19 87.57 87.87 88.29 87.45 89.41 88.29 87.20 88.52 86.85 86.58 86.49 87.01 87.53 86.05 88.19 89.23 85.78 87.26
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.74 88.23 88.22 87.93 89.53 89.20 85.65 87.52 87.18 87.14 88.30 88.89 89.44 89.29 88.57 86.64 89.16 87.36 87.27 88.41 87.56 85.67 86.94 85.88 84.03 85.60
902 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.24 87.79 88.02 88.51 85.20 87.72 85.18 87.14 86.78 87.97 88.02 87.74 88.82 88.39 86.34 87.49 86.45 86.37 86.12 87.16 85.56 86.11 88.85 87.78 86.36 85.30
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.74 87.21 88.36 86.64 87.28 86.76 88.35 86.29 87.66 87.81 87.97 89.15 88.37 86.02 87.60 86.67 88.28 89.09 88.41 87.96 88.29 85.28 85.59 86.50 87.07 87.63
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 85.79 86.75 87.76 87.70 85.45 87.43 87.89 87.04 88.22 87.85 88.44 88.95 89.09 88.04 87.31 89.38 87.72 87.42 87.36 89.38 84.02 85.00 87.66 86.78 84.76 85.09
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.43 87.17 89.43 88.27 85.49 89.49 88.63 87.28 87.76 87.08 89.71 89.93 87.04 87.99 86.00 88.33 89.00 88.83 85.14 88.85 87.52 85.90 86.30 86.22 86.64 84.38
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.94 88.16 87.83 87.68 85.82 87.78 87.08 88.37 88.37 87.16 88.57 88.06 88.99 86.52 86.80 88.73 88.22 86.93 88.84 88.51 84.79 82.95 86.59 86.98 84.67 86.22
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.08 87.96 83.15 87.71 89.00 89.84 88.37 87.17 88.39 87.71 88.98 90.74 87.84 86.60 87.73 87.10 86.95 87.40 89.21 87.72 83.69 86.95 80.07 87.45 85.64 86.18
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.60 87.81 88.58 88.49 86.86 89.31 86.69 86.88 87.32 87.81 89.45 88.82 88.16 87.85 88.14 88.09 88.08 88.51 89.14 88.79 86.44 84.83 88.09 85.42 86.29 85.90
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.43 88.47 87.84 87.28 87.33 88.72 89.74 87.40 87.61 87.62 88.25 75.86 88.97 87.18 87.76 87.32 87.32 87.63 89.26 89.71 87.62 85.16 86.92 88.23 86.44 87.42
966 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.28 88.47 87.87 87.06 88.67 87.81 87.07 86.92 86.52 87.84 74.26 89.27 88.89 88.69 88.46 74.84 89.59 74.79 86.35 75.02 86.15 86.10 88.03 86.49 87.64 85.37
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.50 87.29 86.65 87.96 87.59 87.10 87.74 88.27 87.40 87.85 87.42 87.98 87.83 86.95 88.36 88.88 87.79 87.81 89.61 89.74 85.73 84.95 87.53 85.58 87.58 84.19
996 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.71 90.40 88.37 88.06 88.10 88.96 87.13 85.79 87.26 70.94 87.87 88.39 90.25 86.67 87.52 88.83 87.55 89.20 74.85 88.21 85.71 85.45 83.33 88.49 84.47 86.96
997 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 84.53 85.16 72.25 87.46 89.60 87.23 87.86 88.63 86.81 88.03 73.17 87.87 87.53 88.68 86.79 73.42 89.10 73.66 88.26 88.71 84.92 82.66 87.19 85.04 85.58 86.42
998 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 85.83 87.61 86.77 89.52 88.23 85.64 89.18 88.41 72.89 87.16 74.84 88.57 74.62 87.11 87.64 87.03 88.23 88.94 88.59 88.58 86.70 85.61 86.40 86.75 84.97 86.21
999 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.98 88.92 87.96 89.08 87.82 88.20 88.16 87.69 88.82 87.19 88.19 88.33 86.75 73.16 72.60 85.47 86.36 86.49 87.35 88.80 83.18 85.74 87.85 85.80 86.09 85.31
1028 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 85.74 88.09 88.42 85.60 87.44 89.17 73.86 87.24 88.32 86.89 89.83 88.53 88.47 84.80 87.76 87.27 88.64 87.48 86.53 87.09 85.63 86.11 55.65 85.77 84.99 87.44
1029 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.42 86.69 84.85 88.17 87.37 74.89 88.03 85.47 88.75 73.64 88.01 89.28 87.80 86.24 88.01 86.74 87.76 89.55 74.26 87.18 85.86 85.17 83.95 87.25 86.98 85.66
1030 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.85 89.00 87.87 87.28 86.39 89.18 55.74 86.03 86.57 83.08 87.85 75.52 89.11 86.15 87.65 89.32 86.54 89.71 75.07 87.97 85.19 84.67 87.54 54.97 86.79 85.93
1031 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 86.61 87.30 87.09 88.14 88.09 87.86 87.30 86.58 87.51 87.86 88.65 74.29 89.54 87.00 87.08 86.54 86.07 89.22 74.13 88.40 85.02 56.71 57.07 85.61 85.81 86.34
1060 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 40.50 42.17 41.54 40.81 41.49 39.01 48.49 48.17 40.55 41.22 39.31 41.62 39.59 38.77 40.53 43.50 41.62 46.70 39.71 39.71 39.21 39.52 40.92 44.17 39.28 41.27
1061 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 41.92 41.94 41.98 49.72 41.89 41.91 39.82 40.83 48.41 41.27 39.38 40.14 39.62 39.45 41.42 39.00 39.46 40.95 39.57 41.03 39.13 39.20 39.54 41.05 40.85 41.42
1062 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 46.99 41.63 41.05 40.93 41.48 39.88 39.64 41.15 49.47 40.75 39.47 41.52 39.31 38.85 40.91 40.63 39.41 40.63 39.86 42.30 41.36 41.12 39.51 41.40 40.41 41.00
1063 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 46.54 40.41 41.72 41.83 41.70 39.40 39.92 40.83 40.53 46.33 40.46 47.20 50.39 40.63 40.95 39.14 40.86 49.42 54.71 39.47 41.19 40.03 39.34 44.47 39.90 41.30
1092 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 39.00 47.91 41.05 41.54 41.87 46.35 39.41 41.22 39.77 41.55 41.38 49.71 49.64 48.69 49.42 51.05 40.71 38.95 48.86 41.65 38.30 41.64 44.84 41.36 41.08 47.21
1093 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 40.59 41.04 41.76 41.96 41.55 42.30 85.41 48.24 40.19 40.98 39.33 47.77 39.26 49.25 40.83 48.66 40.93 49.20 49.07 41.63 40.10 40.10 39.46 41.52 40.34 40.68
1094 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 41.24 41.93 41.26 41.21 41.99 47.23 40.77 40.25 38.90 40.40 47.53 39.91 49.07 47.53 41.81 39.22 40.95 46.40 42.90 48.77 43.55 46.00 40.90 40.79 40.69 41.41
1095 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 40.12 48.37 41.27 41.70 41.91 39.89 49.08 47.83 41.07 40.08 39.70 41.60 45.90 43.34 40.98 48.34 40.81 48.54 42.02 38.75 43.43 39.33 38.52 40.99 41.46 45.64
1124 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 40.34 41.28 41.62 49.79 41.51 41.83 40.50 39.98 38.93 41.37 47.71 41.84 38.53 41.64 40.71 41.24 46.38 39.04 39.07 41.60 40.26 40.35 38.78 40.78 41.09 41.26
1125 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 41.39 41.06 41.70 41.83 41.63 41.82 47.60 39.64 47.92 40.71 49.29 39.26 38.85 39.76 40.84 50.39 40.76 44.36 48.62 38.65 40.23 40.63 39.37 41.40 41.16 41.52
1126 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 41.46 41.39 47.26 41.30 41.67 41.48 49.15 40.82 40.15 39.91 41.69 41.11 46.96 41.71 41.81 44.39 41.05 41.25 42.09 48.80 39.77 39.85 39.03 41.27 40.27 46.01
1127 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 41.40 41.05 41.56 41.57 41.71 39.71 49.17 40.36 41.10 41.88 40.59 41.06 39.65 40.74 40.66 46.89 45.75 40.60 41.51 41.66 39.84 40.28 40.10 40.52 44.74 40.93


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 88.97 86.32 92.32 91.27 88.87 89.80 89.10 89.40 89.32 86.25 90.02 89.90 90.28 86.86 89.02 90.27 91.35 92.61 86.85 89.37 24.42 89.34 89.59 89.42 87.07 89.19
5 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.54 90.93 89.14 89.89 91.60 86.52 87.60 91.73 90.97 90.23 90.77 89.29 90.37 90.57 88.17 90.43 24.42 87.87 87.81 87.89 91.10 88.01 88.96 89.92 88.89 88.10
6 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 90.92 90.34 90.72 92.39 89.71 91.59 91.75 89.15 90.98 89.53 89.42 89.60 89.96 90.06 88.11 89.03 88.99 92.06 91.55 89.91 90.34 89.76 92.37 88.53 90.10 90.06
7 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.64 90.25 89.14 93.91 88.51 87.79 88.92 90.55 24.42 88.68 91.49 89.72 91.03 90.51 92.29 90.06 92.23 89.89 89.84 90.36 93.06 89.99 91.20 91.48 89.48 88.44
36 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 90.37 84.39 90.64 89.89 90.74 89.13 88.20 86.79 92.10 89.01 87.97 89.10 91.46 90.12 87.25 90.11 89.12 88.54 89.63 88.87 82.56 87.70 79.70 90.01 87.97 89.35
37 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.47 92.14 92.63 87.81 92.68 88.41 91.56 90.20 92.38 92.24 91.64 88.12 91.21 90.44 90.90 90.14 91.91 88.85 92.44 91.08 88.49 90.52 93.51 90.02 91.55 91.52
38 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.75 85.35 93.08 90.36 91.52 89.37 91.94 86.42 90.20 90.84 90.54 89.91 90.24 91.03 89.56 90.81 91.24 89.39 91.07 90.19 89.28 90.40 94.16 88.73 88.45 90.68
39 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.58 89.47 90.16 87.98 91.19 87.52 87.65 91.26 89.28 91.11 89.35 88.45 90.09 89.90 89.29 87.03 86.59 89.07 90.76 90.77 92.42 87.47 89.75 90.78 88.45 88.15
68 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.97 92.41 69.36 86.88 66.76 86.52 65.16 84.56 90.02 88.39 89.88 87.16 91.56 87.68 88.15 90.86 90.29 90.74 90.21 90.33 87.45 89.52 90.23 89.40 89.12 88.44
69 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 92.79 90.45 89.21 89.97 88.56 91.45 91.16 87.10 90.41 91.68 89.93 87.24 92.50 89.69 90.00 87.10 91.55 92.33 88.38 92.47 89.66 89.31 89.57 66.62 86.66 88.89
70 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 84.97 68.33 91.06 89.84 86.25 86.06 85.62 88.36 88.91 90.24 89.54 89.87 91.13 87.01 89.96 89.11 89.49 90.11 90.32 88.27 69.77 87.40 90.23 85.85 87.64 87.27
71 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 91.25 69.10 92.39 92.34 88.90 88.92 90.61 91.55 91.69 90.22 90.37 89.71 89.52 91.26 88.29 90.57 82.06 89.77 91.43 90.26 89.98 90.94 89.39 91.01 88.99 89.29
100 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 90.71 92.88 89.96 89.22 90.63 69.73 88.43 89.89 88.73 88.55 85.59 89.07 88.78 88.94 91.53 92.23 91.11 88.47 91.81 89.55 90.48 90.65 91.65 60.76 90.21 89.79
101 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 24.42 90.56 91.71 92.07 90.85 89.90 90.06 90.85 91.29 92.32 90.08 92.30 88.64 89.93 86.92 90.67 91.47 90.26 89.39 90.84 91.36 91.92 89.25 91.38 91.57 91.30
102 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.56 90.73 90.32 92.12 90.44 90.30 89.49 90.78 87.94 90.40 90.84 88.03 91.98 90.28 59.95 92.94 90.14 85.35 91.00 91.48 83.51 92.88 91.66 60.73 89.22 90.43
103 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.65 91.74 89.15 92.09 89.25 90.12 90.93 89.01 91.65 91.48 91.30 90.33 90.43 92.15 92.36 92.03 91.49 92.35 92.96 90.17 91.72 89.47 91.40 69.17 90.96 89.92
132 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 89.90 91.94 88.43 85.28 90.93 88.94 88.93 84.90 86.42 91.80 90.89 90.45 88.26 86.75 88.31 92.43 89.65 87.13 91.44 68.64 90.08 62.24 86.66 92.58 85.75 90.04
133 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 91.44 87.12 87.89 85.59 91.44 87.52 90.13 89.40 87.03 92.20 92.19 68.75 90.31 91.82 87.30 91.25 89.95 87.59 91.10 90.00 91.96 92.14 91.08 90.73 89.35 90.93
134 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.70 86.87 89.33 87.28 90.12 89.23 90.11 90.23 89.78 90.74 92.52 89.39 89.64 91.13 89.32 92.86 86.96 89.30 91.26 70.18 89.75 89.20 92.56 88.42 89.26 89.29
135 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 89.75 91.28 92.22 86.87 89.21 90.18 91.26 89.25 91.38 92.42 87.31 68.27 94.39 92.16 88.73 86.63 88.45 90.07 90.56 92.51 91.96 89.77 90.80 91.68 88.27 92.55
164 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 84.82 86.09 92.37 86.74 91.77 87.62 88.73 85.97 70.25 91.34 89.32 89.07 84.69 87.97 90.74 92.01 92.44 92.24 91.21 69.80 91.00 90.00 91.62 90.69 90.50 89.67
165 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 90.01 90.10 90.63 89.59 88.10 89.19 91.84 87.85 91.59 91.22 89.95 90.52 90.69 90.11 91.09 87.59 90.24 87.64 89.20 90.51 92.06 91.57 92.90 90.48 92.11 90.67
166 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.30 93.50 90.66 88.94 94.20 89.33 90.95 91.66 86.79 87.83 90.60 89.35 90.50 91.97 91.87 87.79 90.44 70.49 88.59 90.72 88.48 89.31 62.88 91.17 90.27 89.94
167 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 90.98 90.54 93.03 91.82 90.03 91.04 70.16 91.48 93.72 89.17 92.95 85.11 92.54 69.91 85.85 91.09 90.62 91.51 87.19 87.97 90.86 90.64 89.79 92.96 91.24 91.47
196 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 37.47 40.53 40.80 40.51 37.29 38.53 41.52 37.59 37.99 40.79 40.08 38.40 38.07 37.99 40.34 37.84 40.04 37.69 40.62 37.88 37.98 39.78 38.36 40.31 39.92 39.99
197 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 37.37 37.42 37.63 40.54 40.49 37.85 38.41 37.93 37.45 37.70 37.98 37.96 38.38 39.96 40.38 37.96 40.91 37.59 38.11 37.71 39.88 40.55 39.68 40.07 39.95 39.95
198 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 38.52 37.81 40.69 40.72 37.98 38.21 38.95 39.97 37.71 37.21 38.25 38.42 37.97 37.55 40.14 37.70 37.42 83.85 37.97 40.22 37.82 39.74 37.83 40.07 40.23 40.19
199 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 37.97 38.43 40.24 40.79 37.07 38.10 87.24 39.96 37.63 38.01 37.85 40.11 89.87 40.68 40.40 38.65 37.89 37.81 37.96 38.25 39.83 40.12 38.25 39.92 40.20 39.60
228 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 38.24 40.50 37.37 39.88 37.69 38.08 41.80 40.12 37.98 40.78 38.57 38.41 38.11 37.70 40.91 39.83 38.24 37.70 37.95 38.25 39.26 39.72 38.35 40.06 40.49 40.29
229 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 38.39 37.94 37.96 38.50 37.95 37.97 38.27 40.63 37.97 38.11 38.43 37.77 37.99 37.83 48.55 37.99 39.88 37.95 40.34 42.95 40.49 42.11 39.61 39.95 39.79 39.86
230 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 37.25 43.58 38.39 40.68 37.80 37.84 37.88 40.08 38.41 37.54 38.51 41.90 38.26 38.09 49.26 37.81 40.70 84.91 37.71 37.84 39.58 39.96 37.79 39.95 39.96 39.95
231 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 37.41 40.23 37.58 40.37 38.01 38.24 38.08 39.96 38.43 37.96 38.38 38.69 24.42 40.35 37.52 37.49 37.95 38.52 43.07 40.11 39.45 39.83 37.88 39.92 38.15 40.56
260 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 37.98 40.20 37.69 40.54 38.07 37.57 38.40 38.40 37.43 37.86 38.69 38.58 38.39 39.38 38.08 38.26 40.26 38.00 40.07 38.30 38.01 39.85 38.13 40.38 39.86 40.17
261 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 37.98 37.94 37.68 40.71 37.96 38.33 38.15 38.15 38.38 39.97 38.10 40.31 38.11 39.66 37.95 37.70 37.70 37.65 38.01 40.34 42.66 39.95 37.99 40.11 39.92 40.06
262 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 38.24 38.23 49.01 38.17 37.95 38.22 38.52 38.41 38.13 37.58 38.01 38.68 42.62 40.35 38.35 37.57 38.13 87.44 41.82 38.11 40.07 39.87 38.15 39.92 37.98 39.93
263 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 38.25 40.27 37.39 40.69 43.27 38.24 38.15 40.00 38.24 37.96 40.02 38.28 38.28 38.65 40.33 38.38 39.67 38.08 37.81 40.22 39.80 39.80 37.75 39.90 39.96 39.95
292 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 88.88 88.43 87.62 92.16 91.05 89.95 88.92 90.40 89.02 90.43 89.26 89.23 90.31 88.31 88.71 90.36 24.42 89.74 91.35 87.97 24.42 89.04 88.20 62.54 90.36 90.38
293 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 88.65 89.31 89.72 89.31 92.68 88.31 90.82 90.37 90.91 90.65 87.98 87.97 91.35 89.01 89.22 89.34 90.58 90.64 92.56 89.43 90.57 89.62 91.00 90.06 89.78 88.26
294 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.10 89.85 91.97 90.40 91.56 87.93 91.78 91.26 88.44 91.08 91.61 88.78 90.32 89.50 89.08 91.52 90.08 89.71 91.88 90.07 91.80 91.46 89.38 89.94 89.07 88.15
295 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.08 85.29 91.11 86.87 92.48 89.11 90.75 90.56 91.35 90.03 89.23 89.65 91.46 87.00 88.60 88.67 89.60 91.24 90.99 89.57 90.24 89.85 91.09 90.25 89.82 86.80
324 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 90.48 70.14 89.72 88.52 91.37 88.31 92.00 89.76 88.12 90.69 88.18 89.04 91.17 89.97 76.11 90.41 83.04 91.55 90.44 88.49 86.59 63.72 86.68 85.05 65.70 83.30
325 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 90.21 90.58 92.65 89.83 92.62 89.64 91.84 89.94 91.16 91.58 89.94 92.01 91.10 92.48 89.90 91.63 88.08 91.49 91.12 89.13 87.59 90.28 89.28 90.77 88.70 87.58
326 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 91.02 89.18 90.81 89.71 90.87 89.33 89.96 89.85 90.89 88.89 89.42 89.75 91.78 93.23 87.58 89.93 91.15 87.21 88.73 89.89 89.90 90.32 90.31 89.98 66.45 66.99
327 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 88.73 86.47 92.46 83.75 89.32 90.63 89.29 89.66 90.41 92.05 94.04 90.10 89.78 90.37 90.10 90.45 92.64 88.35 90.16 89.59 87.03 90.43 89.55 84.54 87.72 89.99
356 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.26 66.76 89.29 84.79 89.16 87.66 91.27 94.16 83.96 24.42 90.42 90.08 90.58 90.67 91.13 88.31 90.22 89.07 88.23 88.97 65.05 88.71 90.22 85.42 90.94 87.29
357 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 71.45 91.19 91.07 64.28 90.88 90.43 91.79 90.65 86.66 85.89 88.43 88.41 90.16 86.57 90.15 85.21 90.63 86.98 89.38 89.41 65.79 67.98 91.46 89.99 89.66 90.54
358 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.14 91.82 86.77 89.28 92.73 88.95 87.56 88.03 89.72 89.51 89.30 90.09 89.65 84.98 91.21 92.61 88.38 90.43 90.72 90.79 91.83 66.60 88.30 67.74 67.66 87.28
359 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 91.60 87.72 89.21 90.69 91.11 89.05 91.35 91.30 85.10 89.40 89.61 90.55 91.38 91.15 90.52 85.21 91.25 90.86 91.16 92.10 87.40 88.85 71.06 68.78 69.65 89.71
388 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.04 86.35 93.62 92.13 90.85 89.16 90.88 90.13 91.58 91.75 93.30 68.52 92.22 90.93 91.13 90.33 90.90 91.07 89.92 92.27 90.15 90.69 90.92 90.27 91.55 91.40
389 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.49 90.15 90.71 90.63 89.85 88.23 90.15 90.34 94.19 91.67 90.61 90.59 91.82 91.80 90.49 90.39 90.61 91.32 91.36 91.33 91.47 91.94 90.65 92.06 82.73 92.36
390 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.02 89.38 85.92 85.53 90.55 89.67 90.70 90.36 90.20 92.49 89.67 89.93 90.61 89.48 84.28 92.59 89.16 71.61 89.97 90.30 92.04 87.52 92.91 61.01 90.12 60.37
391 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 91.83 92.84 92.09 91.56 93.76 91.87 90.29 90.50 91.92 91.30 91.52 69.79 92.16 91.80 88.53 89.99 88.47 88.68 69.48 90.65 91.22 83.90 61.30 91.07 91.97 91.32
420 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 90.46 90.51 88.28 85.67 89.38 88.12 90.17 89.62 90.37 91.13 88.23 90.02 91.30 90.22 89.66 91.42 90.32 91.54 89.80 69.09 91.00 60.75 92.06 88.62 86.71 90.04
421 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.07 91.46 89.82 90.25 90.73 91.86 87.08 91.55 90.10 70.00 89.75 90.28 90.20 91.86 69.68 88.63 87.34 88.37 92.37 70.18 86.54 90.28 85.90 91.38 89.83 87.24
422 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 68.63 89.33 93.23 89.69 86.88 90.18 90.06 90.36 91.68 91.79 90.50 89.80 91.24 90.74 90.06 91.69 85.55 68.63 90.42 90.40 90.77 91.34 92.47 87.27 88.96 89.85
423 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 90.33 89.77 90.71 87.70 90.88 87.30 90.60 89.92 91.32 87.38 90.68 92.56 90.99 86.46 90.26 90.44 89.70 87.55 91.46 69.24 90.24 90.66 91.42 90.10 89.87 88.59
452 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 90.02 87.55 89.47 90.51 84.41 91.47 92.95 68.62 69.95 92.18 88.01 91.56 89.63 85.52 83.67 92.88 91.57 88.61 91.49 88.01 91.29 87.65 88.92 91.70 89.27 90.21
453 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.07 86.92 90.87 86.40 88.48 91.15 90.48 90.23 87.73 91.90 93.68 87.67 93.06 90.57 89.07 90.54 90.10 91.35 90.21 89.86 89.59 92.12 92.24 90.54 91.85 90.38
454 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 90.52 86.43 90.57 88.46 90.67 87.24 92.16 93.20 90.09 89.78 89.88 88.36 90.88 89.98 86.86 90.23 69.86 85.58 90.22 90.09 89.10 89.23 88.74 91.41 92.64 92.16
455 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 90.97 88.26 92.07 88.00 90.24 91.50 85.56 90.12 89.39 90.70 69.20 69.44 91.51 89.96 89.76 90.44 90.85 89.18 90.06 90.60 92.00 91.20 90.89 89.91 88.29 90.70
484 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 37.92 38.23 36.12 40.23 40.68 42.28 38.10 40.94 37.67 40.71 37.85 37.84 38.25 40.50 38.04 88.76 37.80 37.74 38.00 40.77 39.95 39.86 39.92 40.16 40.37 40.52
485 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 37.69 37.38 37.62 40.51 37.69 37.83 37.84 40.42 38.24 40.69 38.41 40.63 37.51 38.07 37.95 37.67 37.52 37.88 41.89 38.01 39.94 40.22 38.30 39.92 40.44 40.50
486 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 37.65 37.69 37.68 40.68 40.63 38.53 38.35 40.39 38.70 37.70 38.55 40.18 38.50 37.19 37.72 43.32 37.56 38.23 38.01 38.40 38.41 39.83 37.81 39.91 39.83 39.95
487 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 38.08 37.68 38.19 40.26 38.19 37.84 38.06 40.51 37.56 37.85 37.74 38.09 37.95 38.38 40.68 38.06 37.95 37.52 38.09 37.73 39.86 39.91 38.01 40.32 39.96 38.13
516 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 37.98 40.21 37.97 38.02 37.68 37.94 38.26 37.41 38.06 37.41 38.17 38.10 38.38 37.86 38.24 44.00 37.86 37.37 37.69 40.24 39.91 40.12 37.95 39.95 39.99 39.77
517 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 38.18 40.38 37.30 37.35 37.92 37.57 38.14 39.12 36.98 37.83 38.43 40.10 37.99 37.67 40.63 38.07 40.15 41.35 37.85 37.97 39.51 39.85 38.46 40.28 39.92 39.82
518 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 37.96 38.48 37.70 38.24 37.66 38.38 38.25 39.81 37.82 41.58 37.62 40.66 38.67 38.12 40.18 43.08 37.77 37.78 38.24 38.25 39.61 39.73 38.03 40.07 40.13 40.04
519 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 38.37 40.68 37.56 37.94 37.97 37.78 38.23 40.68 38.27 38.10 38.40 37.84 37.95 42.88 40.14 37.70 39.71 37.97 38.07 37.82 38.19 39.93 39.94 39.83 40.05 39.83
548 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 38.24 38.26 37.25 37.83 37.98 38.15 38.08 37.98 37.94 37.70 39.62 40.08 37.97 38.11 40.51 38.10 37.68 36.72 38.00 38.26 38.01 40.09 37.79 39.80 40.04 39.80
549 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 37.72 37.70 37.80 37.69 37.40 38.40 38.09 40.25 37.74 37.82 38.42 37.74 38.13 38.08 40.61 38.30 37.34 38.12 38.27 37.84 38.03 39.87 37.86 39.92 39.88 40.20
550 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 38.21 37.97 37.97 37.97 40.68 38.10 38.25 38.13 37.70 37.84 38.43 37.97 38.13 38.26 39.99 37.97 37.81 37.82 37.59 38.03 40.00 40.24 39.95 40.04 39.90 40.11
551 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 38.37 37.68 37.52 40.26 37.69 38.39 42.24 39.96 87.51 37.99 38.26 38.81 38.68 37.90 40.19 38.27 38.01 38.40 37.59 42.73 39.50 39.55 38.31 39.95 39.83 39.68
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.40 90.74 90.11 88.84 91.07 90.05 89.10 87.68 88.40 89.45 89.34 88.11 88.81 87.32 86.00 90.82 88.75 90.02 89.48 90.56 90.43 89.06 90.02 88.34 88.02 89.27
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.94 90.10 89.41 88.63 89.89 86.69 88.24 88.70 90.15 89.67 88.59 87.82 88.00 89.20 86.99 88.21 90.80 89.64 89.14 89.73 90.16 88.55 88.69 89.70 90.00 87.48
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.20 90.81 90.29 89.12 89.91 90.29 90.79 90.37 89.15 90.19 89.86 88.36 88.30 89.06 86.13 90.14 90.82 88.08 89.92 84.95 89.76 90.32 91.52 87.21 87.27 87.01
583 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.37 88.59 89.15 89.50 88.64 88.98 87.34 89.54 89.08 89.56 89.92 86.43 86.57 88.07 88.42 89.59 90.48 90.28 89.87 87.43 89.06 87.81 91.27 87.59 86.43 86.78
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.06 89.84 91.45 89.96 89.79 88.82 90.68 91.53 90.22 90.14 89.55 90.03 90.35 91.07 89.90 90.72 92.46 90.32 90.23 91.17 92.73 89.86 91.41 89.49 91.09 89.37
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.11 88.86 90.31 90.33 88.80 87.55 91.60 89.94 90.02 90.37 90.70 89.15 89.78 91.15 89.70 89.70 90.40 88.94 89.79 91.20 91.63 88.63 91.32 89.87 88.99 90.34
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.52 90.44 89.62 90.77 88.56 88.54 88.13 89.05 89.88 91.12 90.30 90.28 91.38 90.02 90.57 89.85 89.71 90.76 93.26 90.66 89.83 88.95 91.75 90.91 88.73 87.76
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.81 92.72 88.77 88.07 89.92 90.75 90.10 89.92 88.93 88.56 92.28 89.17 91.10 92.06 90.62 89.47 91.43 89.41 89.98 87.57 88.92 88.23 90.02 88.63 85.99 89.51
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.27 89.77 92.89 89.40 90.98 91.80 90.96 88.59 91.02 87.16 90.91 88.73 92.65 89.79 88.80 90.93 88.81 89.15 90.85 90.34 89.55 91.29 92.92 90.60 91.85 89.21
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.56 90.56 91.78 90.50 89.14 87.57 91.53 87.84 91.17 87.45 90.37 90.00 90.66 91.06 91.07 90.44 90.23 90.19 92.29 88.93 88.71 89.16 91.78 90.76 90.76 88.51
646 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.73 91.34 91.28 90.76 91.23 89.47 90.46 90.10 90.79 90.32 93.85 90.06 87.95 90.78 91.49 90.73 92.04 90.10 90.61 90.45 90.43 88.43 92.87 89.29 89.96 88.26
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 93.05 92.21 88.11 89.20 92.75 87.36 88.68 91.08 91.67 89.14 91.38 90.66 91.33 92.01 88.85 90.72 92.54 89.10 89.92 88.30 91.55 89.72 93.10 90.96 91.73 89.89
676 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.66 91.54 88.51 90.55 91.75 89.73 89.89 89.69 69.55 88.15 90.03 88.76 88.93 69.37 88.92 90.44 92.79 88.90 91.27 87.17 89.99 87.02 89.10 88.72 89.47 89.91
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.59 91.53 90.64 91.64 90.53 90.09 86.68 87.81 69.96 89.84 89.47 70.02 92.02 91.43 91.06 90.23 90.66 92.24 89.52 89.86 87.92 87.94 90.30 88.48 89.71 86.39
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.20 91.70 91.76 90.11 89.00 87.22 93.21 88.42 89.86 89.61 89.88 88.98 90.47 88.82 89.14 90.04 90.06 89.95 67.79 88.36 91.32 90.58 89.43 89.58 87.99 88.49
679 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 85.24 88.56 91.02 90.77 89.95 87.83 91.54 89.39 89.53 88.50 69.81 89.28 89.86 90.00 91.01 88.44 88.25 91.23 69.71 88.15 88.55 87.07 89.26 88.84 90.46 90.36
708 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.79 91.91 92.11 90.36 88.58 88.47 91.39 89.26 90.03 68.97 89.84 88.63 93.14 88.42 90.09 89.32 88.88 90.95 69.18 89.33 90.82 91.05 90.11 89.45 88.60 89.87
709 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.24 70.05 92.41 90.53 91.11 88.23 69.68 69.77 90.25 91.01 89.79 69.27 92.41 91.42 90.08 69.46 90.75 90.89 90.81 90.78 90.61 90.07 90.88 90.51 89.00 87.56
710 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.73 91.04 90.43 89.28 82.46 89.56 91.65 90.41 90.04 89.89 91.87 68.53 90.07 93.37 87.59 91.20 91.77 90.73 91.75 90.15 90.93 89.06 92.35 91.00 91.59 87.63
711 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.24 90.13 91.26 87.81 92.18 89.87 88.85 91.80 92.09 90.14 69.87 68.44 69.73 90.06 87.39 91.58 89.73 91.12 68.68 69.65 90.19 90.30 62.23 89.30 89.30 89.74
740 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.43 89.56 91.28 91.83 90.35 90.25 92.08 91.11 92.57 92.47 89.41 69.52 92.89 87.42 90.33 90.50 91.28 87.30 87.10 68.78 88.67 90.43 61.12 90.26 61.49 91.78
741 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.25 91.48 90.55 90.25 92.25 91.43 92.61 90.33 89.74 58.01 90.41 90.49 91.92 87.32 59.66 91.07 91.12 90.66 90.16 87.68 86.98 90.42 92.23 60.21 89.99 89.60
742 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.65 69.87 92.47 90.43 90.14 88.08 90.49 89.80 91.89 69.69 69.04 69.03 68.99 90.51 89.42 89.87 91.26 69.64 68.51 90.94 92.43 90.11 91.38 59.25 87.91 68.68
743 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.33 91.74 91.42 91.86 92.74 90.85 92.22 91.44 90.30 70.18 91.22 90.51 91.49 70.65 90.52 88.78 89.17 89.48 92.05 68.81 92.27 88.32 91.92 90.79 89.36 89.46
772 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 40.22 42.94 40.52 40.37 40.05 40.10 37.08 39.84 40.27 39.46 37.58 40.16 38.43 40.08 41.34 40.22 40.11 42.73 37.82 37.85 34.03 39.16 36.90 38.44 42.36 38.01
773 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 37.94 40.48 40.49 40.33 41.77 36.80 43.09 40.70 40.27 40.09 41.28 37.57 37.81 39.82 40.11 37.42 40.21 42.32 37.54 40.89 38.98 39.49 39.93 40.56 39.87 40.85
774 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 38.11 40.66 39.90 40.13 40.78 42.63 43.03 39.98 37.26 39.53 37.63 40.80 38.84 43.26 39.69 36.66 40.08 40.40 37.96 37.45 39.58 39.47 36.86 40.62 42.39 40.66
775 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 37.20 39.83 40.67 40.61 39.93 43.38 38.09 40.13 40.72 39.42 44.38 37.55 41.18 40.15 40.09 37.54 37.45 36.83 37.70 37.90 39.59 39.52 37.99 39.77 40.50 40.77
804 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 40.23 43.18 40.20 39.95 40.66 40.81 37.25 39.97 38.99 41.67 43.36 49.26 40.84 42.36 39.65 39.33 39.96 42.35 40.89 37.54 40.11 39.16 39.37 40.64 40.25 40.77
805 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 38.38 40.49 40.66 40.02 40.53 37.24 42.14 41.65 39.85 40.48 40.91 40.07 36.98 39.50 41.14 37.53 40.09 41.22 41.12 40.83 39.68 39.97 37.83 39.50 40.44 38.68
806 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 42.53 40.65 40.63 40.76 40.29 38.04 38.00 40.97 41.34 39.19 40.35 40.78 37.30 39.34 39.92 37.38 40.12 37.32 38.10 42.28 37.34 39.19 36.43 40.60 40.57 40.83
807 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 37.66 39.99 42.36 40.28 42.87 41.72 43.49 39.82 40.27 39.70 40.08 42.64 41.73 41.98 40.40 37.80 39.41 39.91 40.07 40.38 39.38 39.24 40.14 40.10 40.35 40.28
836 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 40.66 40.69 40.36 40.51 42.18 42.47 35.83 38.85 40.05 36.48 40.08 40.90 37.37 43.09 42.57 37.55 39.64 36.54 37.60 40.91 40.21 40.62 38.10 40.64 40.12 38.18
837 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 40.67 40.38 42.89 40.20 40.75 41.35 35.66 39.98 39.27 41.56 40.78 39.96 37.83 39.95 42.12 36.60 40.15 40.56 41.98 40.72 39.99 39.02 38.42 40.75 40.23 40.67
838 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 40.05 41.84 40.66 40.35 40.39 40.91 41.93 43.16 40.80 39.59 38.04 40.83 38.05 39.65 40.67 37.27 39.83 32.14 38.12 42.34 39.99 39.38 40.12 40.11 40.53 40.66
839 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 38.12 40.52 37.73 40.68 40.32 40.80 37.82 42.01 41.94 39.85 36.26 40.90 40.81 39.92 39.94 37.57 37.29 40.69 37.82 42.22 39.99 34.59 39.83 40.83 39.80 40.74
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.03 88.91 91.59 88.31 91.05 88.56 87.76 88.51 85.88 88.65 90.34 87.07 89.55 87.84 89.59 89.51 91.13 88.76 88.33 87.75 92.10 86.71 91.37 87.42 89.66 89.19
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.80 88.31 90.34 90.65 90.85 89.08 89.81 87.54 85.32 86.66 91.08 88.99 90.96 89.27 87.54 88.34 92.26 88.06 89.62 89.60 91.01 87.19 90.28 87.57 88.64 87.23
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.16 89.61 90.46 89.24 90.74 90.01 90.09 88.12 88.25 89.29 88.58 89.29 88.03 87.73 90.97 89.44 91.06 89.82 88.52 90.40 90.62 91.93 90.36 87.88 91.75 88.02
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.34 91.11 90.74 88.52 90.26 83.82 91.25 89.52 87.88 88.77 89.88 89.60 85.46 89.26 89.68 90.03 88.37 90.08 89.29 88.23 88.82 89.57 91.45 88.87 88.61 85.57
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.66 89.31 89.44 88.59 90.56 86.59 90.10 90.79 89.79 91.08 89.34 87.12 89.65 91.74 89.94 90.24 89.83 90.64 87.55 88.43 91.27 88.52 93.77 93.23 89.43 90.53
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.87 89.25 90.85 91.07 90.80 91.07 90.76 90.35 89.87 87.99 88.29 89.14 90.48 91.15 89.58 89.79 91.74 91.17 89.23 89.59 91.76 90.71 90.16 88.93 88.22 88.76
902 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.94 90.68 90.76 89.48 90.04 90.01 88.43 91.33 89.09 90.24 91.68 87.83 90.32 91.33 87.06 89.37 90.37 90.18 89.21 88.47 90.57 89.72 93.35 88.59 89.61 88.32
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 91.03 89.97 89.83 90.08 91.81 88.16 91.40 88.67 89.35 91.27 89.29 89.98 90.10 90.18 90.38 89.27 91.50 90.07 93.69 89.86 92.07 90.59 90.24 89.26 90.92 88.79
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.76 91.40 90.60 91.02 92.81 90.50 90.57 88.78 90.29 89.13 91.25 89.65 90.23 91.18 91.55 90.50 89.49 89.91 88.44 91.36 88.98 90.25 94.06 90.29 89.82 87.29
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.19 89.53 91.28 91.49 89.53 91.03 90.00 93.23 89.79 91.27 91.04 89.86 89.85 90.79 90.16 91.08 92.29 85.66 86.79 85.61 89.97 89.08 90.28 89.99 89.60 87.81
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 90.25 91.32 91.82 90.82 88.87 90.94 91.74 91.13 89.92 89.97 90.09 89.61 90.64 89.38 90.07 91.72 91.79 89.80 93.20 90.85 90.26 89.24 91.37 86.53 88.69 90.36
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.68 91.91 87.73 89.18 91.73 90.76 90.02 89.21 91.45 90.21 90.65 90.54 89.04 89.35 89.00 91.21 89.43 88.98 92.69 90.64 88.91 89.36 87.63 90.90 90.16 89.11
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 91.18 91.41 90.17 88.85 88.77 89.19 90.71 89.98 90.07 88.80 90.44 89.10 88.54 90.77 89.40 90.05 90.32 90.48 90.53 88.92 89.28 87.25 89.80 88.53 90.42 86.87
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.81 91.15 91.50 88.00 91.04 86.55 91.40 90.85 90.73 90.35 89.79 68.53 90.61 90.68 88.95 89.80 89.51 90.78 90.90 89.37 91.22 87.32 90.73 90.75 89.39 90.16
966 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 92.20 90.42 90.34 88.48 89.55 89.14 90.22 90.87 88.46 88.54 69.24 86.94 91.13 89.84 90.40 70.12 90.70 68.40 88.57 68.68 88.57 87.73 90.64 89.34 89.16 87.05
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.02 91.48 90.52 89.40 91.53 85.36 89.67 88.15 88.85 89.20 89.75 88.18 87.64 90.42 88.51 88.87 89.63 89.57 91.52 90.58 87.24 87.33 91.47 89.70 88.53 86.71
996 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.78 92.33 91.88 89.76 93.97 90.14 92.01 87.90 92.50 66.07 89.49 88.45 91.84 89.55 90.52 90.89 91.13 92.41 68.25 88.79 89.65 90.73 87.52 91.52 88.39 89.42
997 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.95 88.35 70.47 88.15 90.33 89.12 89.31 92.09 90.45 90.32 68.63 88.75 90.84 90.15 88.48 69.86 91.29 69.16 87.89 90.41 89.11 84.69 90.27 88.91 89.95 89.46
998 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.43 88.90 90.62 88.15 91.12 86.12 88.78 90.02 69.37 89.83 69.26 88.37 70.18 90.17 91.26 90.99 90.22 90.81 90.34 90.89 90.14 91.65 90.64 90.73 90.44 89.04
999 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.08 91.69 90.98 89.83 90.03 86.90 90.00 89.18 89.49 88.66 91.91 89.82 89.25 69.00 69.32 89.04 89.95 89.79 91.08 90.43 89.96 89.59 92.87 90.73 89.94 88.35
1028 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.11 91.41 93.45 88.28 90.21 89.79 68.91 90.06 89.62 90.21 89.48 88.29 87.94 87.65 91.21 92.25 93.12 89.38 88.11 85.43 92.19 90.64 62.24 89.23 91.64 90.22
1029 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.26 89.19 91.01 90.77 91.24 68.04 91.23 91.47 90.33 69.03 90.42 89.01 90.43 88.74 87.09 88.13 91.03 90.50 68.52 88.52 91.51 88.84 89.51 91.05 89.58 90.49
1030 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.36 92.37 90.03 90.33 90.69 90.35 60.21 89.69 89.18 86.83 87.93 68.57 91.71 89.58 91.48 92.32 90.46 91.78 68.72 90.54 89.59 89.11 91.56 60.75 90.85 90.32
1031 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.24 90.83 90.91 90.57 91.98 90.50 91.09 90.25 91.48 89.89 89.79 68.92 91.00 90.98 89.23 90.14 87.59 90.98 68.16 86.51 90.32 61.62 62.75 91.82 90.83 90.15
1060 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 37.69 40.53 40.69 39.66 40.30 37.31 41.15 41.34 39.57 40.13 37.11 40.91 37.68 36.81 39.75 37.40 40.76 41.73 37.87 37.19 39.18 38.96 40.65 38.68 37.58 40.53
1061 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 40.55 40.65 40.50 42.31 40.82 40.76 38.07 39.81 40.14 40.09 38.38 38.12 38.10 37.80 40.18 36.67 37.42 40.05 38.10 40.21 37.77 39.17 37.87 40.38 40.51 40.80
1062 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 41.54 40.36 39.92 40.24 40.28 37.46 37.37 39.97 41.94 39.72 37.97 40.66 37.53 37.41 39.90 39.68 37.44 39.44 37.62 40.89 40.53 40.39 37.77 40.76 40.26 40.53
1063 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 41.04 39.84 40.71 40.55 40.69 37.69 37.95 39.83 39.70 40.42 40.11 41.93 42.55 40.02 40.09 37.42 39.97 41.61 48.84 37.42 40.51 39.40 37.45 39.93 39.68 40.70
1092 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 36.07 42.36 40.23 40.69 40.78 41.24 37.77 40.05 39.04 40.27 40.63 43.38 41.64 41.57 43.61 42.04 39.93 37.09 41.25 40.60 33.34 40.67 40.18 40.63 40.62 42.15
1093 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 38.12 40.26 40.80 40.71 40.19 41.00 87.37 40.85 39.46 39.96 37.81 42.07 38.38 42.89 39.82 42.77 40.17 40.74 42.28 40.78 39.94 39.86 37.81 40.79 39.84 40.38
1094 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 40.16 40.65 40.35 40.10 40.80 41.28 40.06 39.41 37.08 39.69 41.59 37.86 42.81 41.36 40.84 37.94 40.09 40.86 41.43 42.66 38.68 38.63 40.64 40.24 40.30 40.64
1095 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 37.80 42.87 40.64 40.66 40.66 37.80 42.15 40.76 40.10 38.87 37.64 40.90 39.30 38.69 39.85 40.91 40.08 41.58 41.32 36.43 37.05 38.94 37.49 40.50 40.78 38.58
1124 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 37.72 40.00 40.78 42.43 40.07 40.77 39.70 39.09 37.18 40.15 42.08 40.92 37.56 40.78 39.94 39.89 41.77 36.78 36.97 40.91 39.76 39.99 37.61 40.10 40.76 40.40
1125 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 40.21 40.25 40.55 40.66 40.30 40.82 40.70 39.25 42.85 39.79 42.66 37.68 37.26 39.54 39.84 42.51 40.01 39.35 42.39 37.68 39.87 40.25 39.23 40.79 40.64 40.81
1126 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 40.43 40.52 42.05 40.53 40.39 40.37 41.52 39.64 39.30 39.11 40.78 40.53 40.52 36.24 40.65 39.20 40.12 39.83 40.51 43.01 39.74 39.40 38.00 40.67 40.04 39.82
1127 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 40.39 40.24 40.63 40.68 40.30 38.23 42.29 39.66 40.03 40.84 40.09 40.16 38.21 40.14 39.79 41.15 40.51 39.81 40.63 40.80 39.64 39.94 39.86 39.78 37.68 40.25


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
870 88.65 87.19 87.74 86.61 87.03 89.14 86.99 87.82 88.33 88.18 88.22 89.68 88.38 88.18 88.69 89.25 87.29 87.14 87.85 87.58 84.69 88.83 88.22 85.68 88.46 85.73 87.751923
900 86.64 88.34 87.36 87.57 88.51 88.71 86.54 90.19 87.57 87.87 88.29 87.45 89.41 88.29 87.20 88.52 86.85 86.58 86.49 87.01 87.53 86.05 88.19 89.23 85.78 87.26 87.670385
644 88.22 86.44 86.76 88.54 89.26 88.47 88.73 86.85 88.22 87.34 88.00 87.84 88.33 89.21 86.32 89.59 86.02 88.28 88.76 87.66 83.67 86.71 88.12 85.84 88.80 86.49 87.633462
964 85.60 87.81 88.58 88.49 86.86 89.31 86.69 86.88 87.32 87.81 89.45 88.82 88.16 87.85 88.14 88.09 88.08 88.51 89.14 88.79 86.44 84.83 88.09 85.42 86.29 85.90 87.590385
582 88.65 89.06 88.00 86.39 88.21 89.15 88.57 88.81 88.35 87.38 88.28 87.93 87.23 86.96 86.91 88.47 88.32 87.58 88.46 87.30 89.04 85.66 88.15 84.99 84.97 84.35 87.583462
645 87.95 86.86 87.06 87.43 87.88 88.82 88.77 87.72 88.02 85.93 88.46 87.15 86.25 86.82 87.31 88.58 87.41 87.52 89.01 88.25 87.12 86.41 88.16 86.56 88.27 86.43 87.544231
933 87.43 87.17 89.43 88.27 85.49 89.49 88.63 87.28 87.76 87.08 89.71 89.93 87.04 87.99 86.00 88.33 89.00 88.83 85.14 88.85 87.52 85.90 86.30 86.22 86.64 84.38 87.531154
901 85.74 88.23 88.22 87.93 89.53 89.20 85.65 87.52 87.18 87.14 88.30 88.89 89.44 89.29 88.57 86.64 89.16 87.36 87.27 88.41 87.56 85.67 86.94 85.88 84.03 85.60 87.513462
581 88.31 87.95 86.55 87.39 88.28 88.33 86.23 88.61 87.74 87.81 89.38 87.58 87.29 87.62 87.64 88.38 87.28 87.75 89.00 89.93 86.93 85.99 85.38 86.35 85.78 85.72 87.507692
869 88.26 87.65 87.52 88.20 88.97 89.07 88.63 87.68 87.13 86.21 88.70 87.37 88.06 85.97 86.02 88.08 89.44 87.00 87.22 88.30 88.19 85.27 87.66 83.91 86.80 87.34 87.486538

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.14 87.92 87.72 88.14 87.96 89.75 86.53 88.46 85.67 86.47 88.60 87.63 88.79 87.20 86.99 86.73 86.91 86.59 87.69 87.35 88.27 85.50 88.82 84.75 88.81 85.62
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.26 87.65 87.52 88.20 88.97 89.07 88.63 87.68 87.13 86.21 88.70 87.37 88.06 85.97 86.02 88.08 89.44 87.00 87.22 88.30 88.19 85.27 87.66 83.91 86.80 87.34
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.65 87.19 87.74 86.61 87.03 89.14 86.99 87.82 88.33 88.18 88.22 89.68 88.38 88.18 88.69 89.25 87.29 87.14 87.85 87.58 84.69 88.83 88.22 85.68 88.46 85.73
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.31 88.82 88.64 86.39 85.51 88.88 87.53 87.41 88.06 86.87 87.08 89.88 85.02 88.85 86.15 87.87 87.49 87.50 88.41 89.63 85.92 88.11 88.58 85.28 86.97 84.09
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.60 87.81 88.58 88.49 86.86 89.31 86.69 86.88 87.32 87.81 89.45 88.82 88.16 87.85 88.14 88.09 88.08 88.51 89.14 88.79 86.44 84.83 88.09 85.42 86.29 85.90
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.43 88.47 87.84 87.28 87.33 88.72 89.74 87.40 87.61 87.62 88.25 75.86 88.97 87.18 87.76 87.32 87.32 87.63 89.26 89.71 87.62 85.16 86.92 88.23 86.44 87.42
966 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.28 88.47 87.87 87.06 88.67 87.81 87.07 86.92 86.52 87.84 74.26 89.27 88.89 88.69 88.46 74.84 89.59 74.79 86.35 75.02 86.15 86.10 88.03 86.49 87.64 85.37
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.50 87.29 86.65 87.96 87.59 87.10 87.74 88.27 87.40 87.85 87.42 87.98 87.83 86.95 88.36 88.88 87.79 87.81 89.61 89.74 85.73 84.95 87.53 85.58 87.58 84.19
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.41 87.69 86.72 86.97 87.48 89.78 87.95 87.44 88.27 87.53 88.97 88.29 87.79 87.01 88.00 88.68 87.67 88.77 86.97 89.02 87.05 84.97 84.77 84.71 86.34 86.96
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.31 87.95 86.55 87.39 88.28 88.33 86.23 88.61 87.74 87.81 89.38 87.58 87.29 87.62 87.64 88.38 87.28 87.75 89.00 89.93 86.93 85.99 85.38 86.35 85.78 85.72
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.06 88.00 86.39 88.21 89.15 88.57 88.81 88.35 87.38 88.28 87.93 87.23 86.96 86.91 88.47 88.32 87.58 88.46 87.30 89.04 85.66 88.15 84.99 84.97 84.35
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.36 87.87 87.76 88.44 88.08 89.39 85.70 86.96 73.44 87.84 86.92 74.70 88.25 88.86 89.23 87.93 87.49 89.04 88.06 89.75 85.68 84.15 86.44 85.30 88.47 86.09
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.42 89.54 88.74 86.72 87.61 88.49 88.90 88.66 88.85 86.77 88.74 87.67 88.25 87.00 88.74 87.35 86.39 87.61 74.91 88.95 88.22 87.70 86.03 85.31 86.14 86.18
679 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 84.17 88.34 87.84 87.94 88.75 88.77 87.78 88.27 88.39 86.64 74.86 88.54 88.25 88.29 86.64 86.45 85.41 88.28 74.87 87.38 88.07 85.15 86.34 87.37 87.81 85.56
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.64 88.34 87.36 87.57 88.51 88.71 86.54 90.19 87.57 87.87 88.29 87.45 89.41 88.29 87.20 88.52 86.85 86.58 86.49 87.01 87.53 86.05 88.19 89.23 85.78 87.26
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.74 88.23 88.22 87.93 89.53 89.20 85.65 87.52 87.18 87.14 88.30 88.89 89.44 89.29 88.57 86.64 89.16 87.36 87.27 88.41 87.56 85.67 86.94 85.88 84.03 85.60
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.74 87.21 88.36 86.64 87.28 86.76 88.35 86.29 87.66 87.81 87.97 89.15 88.37 86.02 87.60 86.67 88.28 89.09 88.41 87.96 88.29 85.28 85.59 86.50 87.07 87.63
996 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.71 90.40 88.37 88.06 88.10 88.96 87.13 85.79 87.26 70.94 87.87 88.39 90.25 86.67 87.52 88.83 87.55 89.20 74.85 88.21 85.71 85.45 83.33 88.49 84.47 86.96
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.00 87.79 86.26 87.56 86.32 88.14 88.08 87.10 87.96 88.77 87.91 89.71 87.03 85.80 86.47 89.12 87.93 86.86 87.73 87.75 89.47 84.53 87.29 84.13 86.26 86.42
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.07 88.36 85.69 88.57 85.79 89.08 88.30 89.08 87.84 86.86 89.03 87.47 86.99 87.01 86.73 86.91 87.72 87.20 87.57 88.44 86.33 86.37 87.38 85.47 85.48 87.52
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.57 87.55 85.86 88.08 85.04 87.26 87.13 87.83 88.26 86.25 88.59 89.46 88.39 87.26 88.97 88.82 88.07 89.53 89.68 88.34 85.39 85.84 86.52 86.56 86.97 83.73
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.04 89.27 85.29 84.69 87.90 88.53 88.78 88.30 86.89 86.22 89.20 86.31 88.90 88.79 88.89 86.94 87.62 87.99 89.24 87.90 86.75 85.65 85.62 85.38 84.51 86.39
710 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.41 88.94 87.15 87.37 79.50 87.60 87.26 88.11 87.39 87.29 88.55 73.53 88.29 88.35 86.78 88.62 87.64 86.80 88.85 89.70 88.03 85.24 86.87 87.30 87.59 86.04
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 85.79 86.75 87.76 87.70 85.45 87.43 87.89 87.04 88.22 87.85 88.44 88.95 89.09 88.04 87.31 89.38 87.72 87.42 87.36 89.38 84.02 85.00 87.66 86.78 84.76 85.09
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.43 87.17 89.43 88.27 85.49 89.49 88.63 87.28 87.76 87.08 89.71 89.93 87.04 87.99 86.00 88.33 89.00 88.83 85.14 88.85 87.52 85.90 86.30 86.22 86.64 84.38
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.94 88.16 87.83 87.68 85.82 87.78 87.08 88.37 88.37 87.16 88.57 88.06 88.99 86.52 86.80 88.73 88.22 86.93 88.84 88.51 84.79 82.95 86.59 86.98 84.67 86.22
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.08 87.96 83.15 87.71 89.00 89.84 88.37 87.17 88.39 87.71 88.98 90.74 87.84 86.60 87.73 87.10 86.95 87.40 89.21 87.72 83.69 86.95 80.07 87.45 85.64 86.18
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.22 86.44 86.76 88.54 89.26 88.47 88.73 86.85 88.22 87.34 88.00 87.84 88.33 89.21 86.32 89.59 86.02 88.28 88.76 87.66 83.67 86.71 88.12 85.84 88.80 86.49
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.95 86.86 87.06 87.43 87.88 88.82 88.77 87.72 88.02 85.93 88.46 87.15 86.25 86.82 87.31 88.58 87.41 87.52 89.01 88.25 87.12 86.41 88.16 86.56 88.27 86.43
646 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.10 87.59 87.94 87.44 87.94 87.93 87.59 87.30 87.29 86.48 89.68 89.34 86.63 87.48 87.49 87.53 87.83 89.52 88.38 87.54 83.70 84.56 88.31 85.36 85.68 84.42
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.43 89.05 85.50 87.01 86.99 89.36 88.15 87.29 87.73 86.48 88.48 88.16 88.73 88.12 88.25 87.22 88.28 86.61 87.03 85.67 87.85 85.69 86.89 85.72 85.76 86.10
740 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.21 86.74 87.40 89.05 86.97 88.70 87.74 87.98 88.71 88.39 89.65 75.59 88.27 87.78 87.56 87.25 88.52 88.14 86.69 75.39 84.97 85.48 56.98 85.62 57.08 86.63
Size of the All data:  (144, 29)
Size of the Sig data:  (32, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
10 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.03 88.91 91.59 88.31 91.05 88.56 87.76 88.51 85.88 88.65 90.34 87.07 89.55 87.84 89.59 89.51 91.13 88.76 88.33 87.75 92.10 86.71 91.37 87.42 89.66 89.19
9 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.80 88.31 90.34 90.65 90.85 89.08 89.81 87.54 85.32 86.66 91.08 88.99 90.96 89.27 87.54 88.34 92.26 88.06 89.62 89.60 91.01 87.19 90.28 87.57 88.64 87.23
0 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.16 89.61 90.46 89.24 90.74 90.01 90.09 88.12 88.25 89.29 88.58 89.29 88.03 87.73 90.97 89.44 91.06 89.82 88.52 90.40 90.62 91.93 90.36 87.88 91.75 88.02
16 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.34 91.11 90.74 88.52 90.26 83.82 91.25 89.52 87.88 88.77 89.88 89.60 85.46 89.26 89.68 90.03 88.37 90.08 89.29 88.23 88.82 89.57 91.45 88.87 88.61 85.57
3 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 91.18 91.41 90.17 88.85 88.77 89.19 90.71 89.98 90.07 88.80 90.44 89.10 88.54 90.77 89.40 90.05 90.32 90.48 90.53 88.92 89.28 87.25 89.80 88.53 90.42 86.87
15 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.81 91.15 91.50 88.00 91.04 86.55 91.40 90.85 90.73 90.35 89.79 68.53 90.61 90.68 88.95 89.80 89.51 90.78 90.90 89.37 91.22 87.32 90.73 90.75 89.39 90.16
30 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 92.20 90.42 90.34 88.48 89.55 89.14 90.22 90.87 88.46 88.54 69.24 86.94 91.13 89.84 90.40 70.12 90.70 68.40 88.57 68.68 88.57 87.73 90.64 89.34 89.16 87.05
12 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.02 91.48 90.52 89.40 91.53 85.36 89.67 88.15 88.85 89.20 89.75 88.18 87.64 90.42 88.51 88.87 89.63 89.57 91.52 90.58 87.24 87.33 91.47 89.70 88.53 86.71
13 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.40 90.74 90.11 88.84 91.07 90.05 89.10 87.68 88.40 89.45 89.34 88.11 88.81 87.32 86.00 90.82 88.75 90.02 89.48 90.56 90.43 89.06 90.02 88.34 88.02 89.27
8 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.94 90.10 89.41 88.63 89.89 86.69 88.24 88.70 90.15 89.67 88.59 87.82 88.00 89.20 86.99 88.21 90.80 89.64 89.14 89.73 90.16 88.55 88.69 89.70 90.00 87.48
4 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.20 90.81 90.29 89.12 89.91 90.29 90.79 90.37 89.15 90.19 89.86 88.36 88.30 89.06 86.13 90.14 90.82 88.08 89.92 84.95 89.76 90.32 91.52 87.21 87.27 87.01
27 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.59 91.53 90.64 91.64 90.53 90.09 86.68 87.81 69.96 89.84 89.47 70.02 92.02 91.43 91.06 90.23 90.66 92.24 89.52 89.86 87.92 87.94 90.30 88.48 89.71 86.39
25 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.20 91.70 91.76 90.11 89.00 87.22 93.21 88.42 89.86 89.61 89.88 88.98 90.47 88.82 89.14 90.04 90.06 89.95 67.79 88.36 91.32 90.58 89.43 89.58 87.99 88.49
28 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 85.24 88.56 91.02 90.77 89.95 87.83 91.54 89.39 89.53 88.50 69.81 89.28 89.86 90.00 91.01 88.44 88.25 91.23 69.71 88.15 88.55 87.07 89.26 88.84 90.46 90.36
1 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.66 89.31 89.44 88.59 90.56 86.59 90.10 90.79 89.79 91.08 89.34 87.12 89.65 91.74 89.94 90.24 89.83 90.64 87.55 88.43 91.27 88.52 93.77 93.23 89.43 90.53
7 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.87 89.25 90.85 91.07 90.80 91.07 90.76 90.35 89.87 87.99 88.29 89.14 90.48 91.15 89.58 89.79 91.74 91.17 89.23 89.59 91.76 90.71 90.16 88.93 88.22 88.76
11 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 91.03 89.97 89.83 90.08 91.81 88.16 91.40 88.67 89.35 91.27 89.29 89.98 90.10 90.18 90.38 89.27 91.50 90.07 93.69 89.86 92.07 90.59 90.24 89.26 90.92 88.79
29 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.78 92.33 91.88 89.76 93.97 90.14 92.01 87.90 92.50 66.07 89.49 88.45 91.84 89.55 90.52 90.89 91.13 92.41 68.25 88.79 89.65 90.73 87.52 91.52 88.39 89.42
18 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.06 89.84 91.45 89.96 89.79 88.82 90.68 91.53 90.22 90.14 89.55 90.03 90.35 91.07 89.90 90.72 92.46 90.32 90.23 91.17 92.73 89.86 91.41 89.49 91.09 89.37
19 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.11 88.86 90.31 90.33 88.80 87.55 91.60 89.94 90.02 90.37 90.70 89.15 89.78 91.15 89.70 89.70 90.40 88.94 89.79 91.20 91.63 88.63 91.32 89.87 88.99 90.34
14 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.52 90.44 89.62 90.77 88.56 88.54 88.13 89.05 89.88 91.12 90.30 90.28 91.38 90.02 90.57 89.85 89.71 90.76 93.26 90.66 89.83 88.95 91.75 90.91 88.73 87.76
21 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.81 92.72 88.77 88.07 89.92 90.75 90.10 89.92 88.93 88.56 92.28 89.17 91.10 92.06 90.62 89.47 91.43 89.41 89.98 87.57 88.92 88.23 90.02 88.63 85.99 89.51
26 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.73 91.04 90.43 89.28 82.46 89.56 91.65 90.41 90.04 89.89 91.87 68.53 90.07 93.37 87.59 91.20 91.77 90.73 91.75 90.15 90.93 89.06 92.35 91.00 91.59 87.63
22 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.76 91.40 90.60 91.02 92.81 90.50 90.57 88.78 90.29 89.13 91.25 89.65 90.23 91.18 91.55 90.50 89.49 89.91 88.44 91.36 88.98 90.25 94.06 90.29 89.82 87.29
6 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.19 89.53 91.28 91.49 89.53 91.03 90.00 93.23 89.79 91.27 91.04 89.86 89.85 90.79 90.16 91.08 92.29 85.66 86.79 85.61 89.97 89.08 90.28 89.99 89.60 87.81
20 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 90.25 91.32 91.82 90.82 88.87 90.94 91.74 91.13 89.92 89.97 90.09 89.61 90.64 89.38 90.07 91.72 91.79 89.80 93.20 90.85 90.26 89.24 91.37 86.53 88.69 90.36
23 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.68 91.91 87.73 89.18 91.73 90.76 90.02 89.21 91.45 90.21 90.65 90.54 89.04 89.35 89.00 91.21 89.43 88.98 92.69 90.64 88.91 89.36 87.63 90.90 90.16 89.11
2 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.27 89.77 92.89 89.40 90.98 91.80 90.96 88.59 91.02 87.16 90.91 88.73 92.65 89.79 88.80 90.93 88.81 89.15 90.85 90.34 89.55 91.29 92.92 90.60 91.85 89.21
5 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.56 90.56 91.78 90.50 89.14 87.57 91.53 87.84 91.17 87.45 90.37 90.00 90.66 91.06 91.07 90.44 90.23 90.19 92.29 88.93 88.71 89.16 91.78 90.76 90.76 88.51
24 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.73 91.34 91.28 90.76 91.23 89.47 90.46 90.10 90.79 90.32 93.85 90.06 87.95 90.78 91.49 90.73 92.04 90.10 90.61 90.45 90.43 88.43 92.87 89.29 89.96 88.26
17 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 93.05 92.21 88.11 89.20 92.75 87.36 88.68 91.08 91.67 89.14 91.38 90.66 91.33 92.01 88.85 90.72 92.54 89.10 89.92 88.30 91.55 89.72 93.10 90.96 91.73 89.89
31 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.43 89.56 91.28 91.83 90.35 90.25 92.08 91.11 92.57 92.47 89.41 69.52 92.89 87.42 90.33 90.50 91.28 87.30 87.10 68.78 88.67 90.43 61.12 90.26 61.49 91.78
Size of the test data:  (32, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_6 88.617188 0.809860
mAP_valid_abs_values_13 88.106250 1.038689
mAP_valid_abs_values_2 88.027500 0.887854
mAP_valid_abs_values_17 87.726250 0.900637
mAP_valid_abs_values_8 87.712500 0.869527
mAP_valid_abs_values_7 87.694375 0.974080
mAP_valid_abs_values_11 87.650312 3.501887
mAP_valid_abs_values_16 87.596875 2.494508
mAP_valid_abs_values_14 87.582813 0.952810
mAP_valid_abs_values_4 87.540000 0.853834
mAP_valid_abs_values_15 87.538438 0.915850
mAP_valid_abs_values_20 87.535625 3.376235
mAP_valid_abs_values_18 87.414375 2.462362
mAP_valid_abs_values_9 87.306250 2.614707
mAP_valid_abs_values 87.298750 1.199488
mAP_valid_abs_values_3 87.298750 1.244940
mAP_valid_abs_values_5 87.221875 1.851649
mAP_valid_abs_values_19 86.822187 4.044623
mAP_valid_abs_values_12 86.791250 4.670484
mAP_valid_abs_values_10 86.762187 2.971360
mAP_valid_abs_values_21 86.574688 1.619805
mAP_valid_abs_values_24 86.088750 1.210563
mAP_valid_abs_values_26 85.937813 1.065202
mAP_valid_abs_values_23 85.867813 5.546763
mAP_valid_abs_values_22 85.690625 1.133974
mAP_valid_abs_values_25 85.561250 5.364943


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_17 90.630938 1.212609
mAP_test_abs_values_3 90.570000 1.109144
mAP_test_abs_values_2 90.537500 1.159218
mAP_test_abs_values_7 90.404375 1.402511
mAP_test_abs_values_5 90.256250 1.897506
mAP_test_abs_values_14 90.115313 1.412198
mAP_test_abs_values_21 90.088125 1.354501
mAP_test_abs_values 90.081250 1.577374
mAP_test_abs_values_13 89.980312 1.584281
mAP_test_abs_values_23 89.968437 5.485178
mAP_test_abs_values_4 89.770938 1.100989
mAP_test_abs_values_8 89.548125 1.373835
mAP_test_abs_values_15 89.546562 1.440521
mAP_test_abs_values_24 89.519688 1.419281
mAP_test_abs_values_16 89.468750 3.633066
average_map 89.399075 1.028445
mAP_test_abs_values_9 89.117500 3.824785
mAP_test_abs_values_18 89.117188 4.005651
mAP_test_abs_values_22 89.087187 1.353989
mAP_test_abs_values_11 88.940937 5.217186
mAP_test_abs_values_6 88.898125 1.851478
mAP_test_abs_values_10 88.785313 4.332459
mAP_test_abs_values_25 88.656875 5.141439
mAP_test_abs_values_26 88.566563 1.435238
mAP_test_abs_values_19 88.076875 6.601491
mAP_test_abs_values_20 88.056875 5.286436
mAP_test_abs_values_12 86.585938 6.766759

Summary:

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_24 =  res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]

res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]


result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')


result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]

html_table = result_merged_mwu_24.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 6 88.617188 88.898125
1 13 88.106250 89.980312
2 2 88.027500 90.537500
3 17 87.726250 90.630938
4 8 87.712500 89.548125
5 7 87.694375 90.404375
6 11 87.650312 88.940937
7 16 87.596875 89.468750
8 14 87.582813 90.115313
9 4 87.540000 89.770938
10 15 87.538438 89.546562
11 20 87.535625 88.056875
12 18 87.414375 89.117188
13 9 87.306250 89.117500
14 1 87.298750 90.081250
15 3 87.298750 90.570000
16 5 87.221875 90.256250
17 19 86.822187 88.076875
18 12 86.791250 86.585938
19 10 86.762187 88.785313
20 21 86.574688 90.088125
21 24 86.088750 89.519688
22 26 85.937813 88.566563
23 23 85.867813 89.968437
24 22 85.690625 89.087187
25 25 85.561250 88.656875
Code
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 16

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 84.80 24.01 81.14 81.89 81.99 72.90 84.77 84.22 85.77 83.52 81.54 83.78 85.50 84.20 85.34 85.73 83.83 85.70 84.74 73.44 81.87 74.29 83.82 54.67 82.58 53.80
1 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.07 81.91 80.89 82.62 82.61 83.15 84.43 85.19 85.85 81.62 86.00 74.25 81.72 82.95 81.37 84.59 82.24 86.87 86.80 73.52 84.63 82.10 80.62 81.46 83.52 54.56
2 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 85.84 82.04 84.88 84.36 84.62 72.83 83.82 85.04 83.87 82.75 83.47 78.92 83.97 84.60 82.95 86.31 84.55 86.62 85.21 84.86 79.14 84.29 80.68 79.82 81.71 82.63
3 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 84.19 71.61 84.23 81.66 70.01 83.60 85.91 81.45 85.45 85.54 84.45 87.78 86.27 84.86 83.78 86.58 83.63 85.65 88.03 83.97 58.27 82.62 84.42 80.94 57.21 55.55
32 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.10 82.78 81.33 84.84 80.67 83.98 85.34 81.57 85.44 80.82 73.73 84.08 24.01 83.70 83.89 83.46 80.43 81.87 87.94 84.62 84.81 84.33 81.13 84.14 85.38 81.69
33 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.36 81.23 85.62 82.73 85.35 86.25 85.69 87.58 86.25 85.16 86.70 87.25 84.88 83.33 84.41 86.23 71.43 87.06 85.28 85.07 86.35 85.17 82.69 83.84 85.33 84.06
34 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 82.12 85.80 83.83 87.12 85.61 83.96 84.04 84.40 85.88 85.92 84.95 86.97 84.77 83.85 83.68 83.18 86.81 83.59 86.26 82.61 84.56 84.60 84.96 55.09 84.11 55.44
35 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 83.98 85.90 85.36 82.57 71.54 85.48 84.95 85.61 86.73 86.86 87.01 84.85 85.35 80.73 86.12 85.93 82.26 85.87 88.12 80.27 83.99 82.39 79.88 84.19 81.57 84.17
64 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.75 71.12 80.98 58.25 85.69 72.27 83.86 83.03 85.89 85.90 86.81 87.60 83.47 87.36 83.14 72.12 73.25 84.38 86.70 74.94 80.66 83.88 83.70 72.13 57.81 83.68
65 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 83.96 84.97 84.97 83.86 82.17 85.00 84.04 84.93 87.66 85.18 86.28 86.92 86.50 85.99 87.62 87.69 82.27 86.92 86.58 88.33 83.81 56.12 83.76 85.34 83.24 85.04
66 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 84.66 24.01 85.93 83.69 79.87 87.05 87.99 83.92 86.66 86.00 86.11 74.70 87.38 81.09 82.17 87.27 85.18 86.06 84.80 85.40 57.04 83.37 82.86 83.52 87.63 83.31
67 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 84.65 84.71 86.85 81.71 72.11 86.66 73.00 84.10 84.91 83.87 87.78 74.68 85.69 85.02 83.48 88.78 82.43 88.13 83.62 87.75 84.83 85.07 86.45 78.70 83.39 84.15
96 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 39.14 41.89 39.72 41.93 39.60 40.31 39.84 38.90 39.45 40.31 39.47 40.13 39.90 39.36 41.31 40.08 41.55 38.65 39.18 40.17 41.03 41.01 38.62 40.26 39.90 40.77
97 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 40.26 41.70 38.99 39.87 39.75 24.01 40.07 41.83 80.37 39.20 40.12 42.03 39.70 24.01 41.39 40.05 40.94 39.53 40.00 40.29 40.08 39.73 37.91 40.69 41.05 41.48
98 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 39.07 41.26 39.13 38.71 39.53 39.47 38.74 41.35 39.71 41.77 39.91 39.63 39.77 40.53 41.34 40.28 41.08 39.23 39.88 39.67 40.03 39.47 40.87 40.82 40.10 78.43
99 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 39.50 40.83 38.92 41.42 40.07 41.00 40.12 39.70 39.73 55.17 39.39 40.46 39.77 41.54 41.70 39.51 40.52 39.66 39.46 40.56 40.10 40.15 39.43 40.00 41.35 68.61
128 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 39.49 39.71 39.41 40.68 39.45 38.92 40.33 41.18 39.76 81.88 39.62 41.25 39.87 41.05 40.73 38.83 39.61 38.89 49.61 47.91 40.54 40.54 38.76 40.22 41.11 40.63
129 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 39.63 39.37 39.68 41.57 39.31 39.05 41.58 39.72 39.34 39.56 24.01 39.84 40.04 39.59 41.82 39.81 41.95 41.25 40.80 41.76 40.17 40.33 40.76 39.54 39.82 40.22
130 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 40.10 40.94 39.19 41.39 40.13 39.97 39.69 40.09 40.02 41.69 39.68 39.94 39.79 39.85 41.81 40.10 41.56 49.19 39.72 48.63 38.99 40.34 39.90 40.96 40.23 40.79
131 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 39.85 39.86 39.15 40.16 39.53 39.94 39.65 39.42 83.42 24.01 40.45 41.68 38.75 39.90 39.97 40.05 41.37 39.53 50.81 39.17 40.41 39.60 39.71 40.10 40.21 41.38
160 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 39.17 39.51 39.89 39.59 39.53 55.06 40.19 41.69 39.59 39.44 39.52 41.55 50.55 39.49 39.71 39.22 41.87 40.08 40.25 39.51 39.43 40.22 39.66 40.51 41.09 41.19
161 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 39.91 39.41 40.04 41.69 41.69 39.27 39.86 40.72 39.87 39.63 40.14 39.87 50.67 45.88 40.09 39.88 40.74 39.56 39.17 39.96 39.59 39.96 38.62 41.39 40.03 40.85
162 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 39.24 41.84 39.72 39.36 39.47 39.47 39.51 41.51 39.34 41.39 39.42 39.55 39.84 39.85 41.81 39.73 40.04 39.60 39.77 40.02 39.97 40.22 40.05 40.35 40.21 40.10
163 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 40.09 41.56 39.36 39.69 39.62 39.85 39.61 40.23 40.36 41.55 40.46 41.37 78.55 39.38 39.49 85.46 40.88 82.84 40.08 41.13 39.11 39.28 39.77 39.71 40.22 40.60
192 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.72 39.32 39.13 41.12 41.41 39.65 79.76 41.87 39.73 38.63 39.83 41.12 38.89 40.93 40.65 39.75 40.61 39.08 40.46 41.80 40.91 40.29 40.62 40.93 40.07 40.99
193 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 40.25 39.30 41.40 41.54 41.89 39.89 40.08 40.13 40.13 40.64 39.86 40.60 55.42 39.43 40.67 39.43 39.75 39.25 40.11 39.85 38.85 39.43 41.12 41.50 40.43 40.73
194 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 39.75 41.69 39.82 39.31 54.82 39.84 40.28 41.69 40.06 39.80 39.87 39.97 40.81 41.09 41.44 39.72 40.88 39.22 39.59 50.33 39.34 40.32 38.91 40.87 40.85 41.45
195 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 39.00 54.21 39.90 41.54 39.65 39.97 39.95 41.37 39.99 41.69 49.09 40.14 39.79 39.24 41.23 79.21 39.68 39.53 39.66 40.44 39.14 24.01 39.26 41.01 40.83 41.27
224 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 39.72 39.71 39.25 41.78 40.43 40.74 40.00 40.41 39.13 40.77 39.19 41.55 39.64 40.56 40.67 79.78 38.98 84.99 40.46 40.10 39.96 39.64 24.01 40.90 40.64 41.10
225 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 39.34 41.51 81.67 39.61 39.62 39.53 39.65 41.65 39.22 39.56 39.74 41.65 40.48 39.04 41.21 39.27 41.62 39.79 41.52 41.43 39.84 39.52 40.10 39.91 40.51 40.08
226 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 40.05 41.55 39.41 41.52 39.33 39.63 39.86 41.06 40.22 39.98 47.73 40.18 85.07 40.48 40.09 38.41 40.74 48.77 40.33 48.97 39.85 40.54 40.09 40.43 41.26 40.83
227 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.40 39.82 39.22 41.08 39.35 39.49 40.06 39.83 39.14 39.76 41.68 86.36 40.28 39.99 41.24 39.38 40.11 39.59 49.59 39.59 37.98 40.52 39.51 39.98 41.67 40.22
256 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 40.21 41.70 39.62 41.38 40.13 40.16 39.55 40.13 39.89 39.44 40.90 39.17 50.17 40.40 40.98 40.00 79.23 39.87 39.39 39.49 39.98 40.23 39.51 40.35 40.34 40.89
257 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 39.38 40.35 39.15 40.75 39.35 39.50 39.64 40.71 39.39 39.22 39.87 41.81 39.73 40.28 41.82 48.37 39.71 39.85 49.21 40.08 40.53 40.08 39.77 41.96 40.35 40.55
258 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 39.64 40.31 39.75 40.27 39.99 39.73 39.99 40.84 41.04 39.57 39.63 41.55 39.77 39.56 40.75 40.80 39.02 39.49 39.52 41.79 39.70 39.97 39.13 40.10 40.23 40.64
259 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 39.50 41.04 39.43 39.76 40.13 40.91 40.33 41.04 39.15 48.08 39.96 39.61 39.35 40.72 41.01 38.82 39.93 39.83 39.53 39.73 39.47 40.41 39.13 41.26 40.67 41.13
288 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 83.87 82.11 81.91 84.20 84.13 81.27 84.75 81.66 85.31 83.31 84.19 85.78 84.50 79.38 80.97 86.57 82.75 82.11 84.86 85.21 82.60 80.37 82.94 58.27 82.21 82.94
289 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 84.75 82.90 83.70 83.44 84.03 84.30 84.68 85.77 85.00 84.96 81.76 85.47 85.52 84.78 82.58 85.88 84.91 84.05 85.84 85.66 85.30 84.17 54.51 82.04 83.35 83.71
290 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 82.16 84.38 81.11 83.46 83.32 78.73 85.20 84.02 85.89 85.54 83.31 86.82 87.74 85.09 83.36 82.41 81.72 82.98 86.83 85.37 85.43 83.56 83.55 84.10 82.34 62.00
291 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.24 83.78 84.03 79.94 83.53 86.17 74.31 84.47 82.44 86.20 86.66 72.47 85.89 86.00 84.96 86.56 83.59 85.96 86.99 85.18 84.56 75.63 85.34 82.05 79.83 57.16
320 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 82.29 84.57 83.04 84.89 80.08 73.74 72.28 84.62 82.62 85.20 87.09 84.41 86.61 83.05 83.72 82.29 82.81 85.24 84.88 83.44 76.76 81.27 80.90 80.02 83.54 54.83
321 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 71.08 84.72 84.73 82.45 82.37 84.95 85.56 84.16 84.74 85.56 85.76 83.57 87.47 72.87 83.70 85.81 86.15 87.68 87.07 86.01 83.91 84.06 83.42 55.63 84.74 81.93
322 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.75 85.37 83.51 80.62 76.48 87.02 73.61 85.15 83.61 84.47 88.83 87.32 84.42 83.23 85.38 86.65 84.49 83.33 85.93 73.68 85.87 85.60 83.85 83.45 56.15 83.11
323 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 83.83 81.89 84.80 84.47 86.15 85.74 84.82 86.75 86.99 83.43 74.13 74.42 84.93 84.21 84.68 85.09 85.07 85.66 86.50 87.63 84.08 84.83 57.22 83.40 84.05 84.85
352 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 83.25 84.11 81.44 58.14 80.73 86.36 84.14 81.61 86.09 80.63 83.59 72.96 84.22 84.85 84.54 85.86 82.08 81.98 87.33 86.05 84.94 56.52 55.68 85.07 86.00 85.21
353 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 84.55 82.63 84.34 81.81 80.97 73.47 87.12 87.68 87.32 86.99 86.21 73.21 84.97 83.84 84.68 86.23 84.61 87.17 86.82 85.60 84.93 84.43 82.69 85.48 85.37 83.03
354 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 83.24 82.69 83.13 83.50 84.80 83.43 83.73 83.62 87.10 84.25 73.07 82.57 86.65 85.36 86.35 84.44 84.67 87.29 86.56 75.36 84.01 81.38 82.62 82.21 84.06 82.12
355 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 85.32 84.18 84.88 86.01 84.44 85.82 85.89 85.11 84.84 85.02 86.30 87.16 86.09 84.45 86.06 86.53 86.44 85.16 87.63 86.24 84.89 87.10 67.99 85.07 57.72 84.00
384 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 39.39 39.36 38.82 41.76 41.85 39.90 39.06 41.56 39.43 54.95 40.09 41.90 40.04 40.96 41.12 40.88 40.71 39.67 40.00 41.41 39.91 39.48 40.42 39.70 41.03 41.18
385 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 39.20 41.69 39.63 39.86 39.01 41.69 40.09 39.69 39.86 49.81 39.64 41.42 40.04 38.72 41.02 39.07 41.64 40.08 39.39 40.02 40.67 40.61 53.71 41.53 41.11 41.00
386 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 41.26 39.50 38.81 40.80 41.20 39.85 39.95 41.70 39.98 39.83 40.21 55.43 40.07 46.94 41.57 39.78 40.72 39.63 39.96 39.47 40.09 40.54 40.06 40.90 41.27 41.10
387 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 39.17 40.27 39.07 39.67 38.99 39.47 39.61 39.76 39.59 39.52 39.38 39.88 39.41 39.90 41.09 39.89 41.01 85.66 55.17 40.31 40.49 40.55 41.08 40.94 40.10 41.40
416 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 39.60 48.74 41.76 41.91 39.58 39.58 40.57 41.55 40.08 55.03 39.87 42.10 39.28 38.71 41.56 39.85 40.62 39.52 41.37 39.38 54.41 40.75 39.67 41.10 40.08 41.42
417 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 39.58 41.70 39.85 39.01 39.22 40.46 39.72 41.04 39.32 41.56 39.39 40.21 39.52 40.04 41.24 39.85 40.08 41.82 39.54 41.81 39.71 39.78 38.85 41.07 40.10 40.54
418 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 40.12 40.14 39.47 41.38 39.55 39.87 39.22 39.90 38.87 39.31 41.03 41.37 40.01 39.30 39.64 39.42 40.67 40.20 50.13 40.79 39.96 40.09 37.69 41.10 40.27 39.97
419 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 39.99 40.24 39.72 39.49 41.56 39.00 39.59 41.38 41.56 40.76 39.25 40.21 49.61 39.96 40.91 39.08 39.63 39.43 39.95 82.36 39.39 38.76 38.89 41.12 41.66 40.26
448 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 39.73 39.22 39.91 41.27 41.82 39.85 40.44 39.91 41.24 40.80 39.71 40.79 39.56 41.04 41.82 40.07 40.02 39.01 41.37 41.69 39.28 40.80 40.22 40.44 41.10 41.26
449 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 39.99 39.15 39.24 40.59 39.24 39.72 39.99 41.01 39.79 41.21 39.37 41.55 39.65 39.42 41.12 85.47 39.86 38.87 39.58 41.37 39.40 40.79 39.96 40.22 40.41 40.54
450 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 39.66 39.37 41.27 41.51 39.76 39.37 40.37 41.05 40.09 39.39 39.59 39.73 38.86 39.42 41.65 86.14 40.43 40.14 39.77 39.78 39.97 39.85 40.21 41.02 40.67 40.86
451 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 40.50 41.65 40.27 40.21 39.35 39.73 40.22 41.11 40.50 39.99 39.26 40.03 39.75 38.78 39.64 39.87 47.31 39.70 39.50 41.38 39.96 40.92 40.34 41.23 40.31 40.22
480 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.47 40.47 41.42 41.26 41.68 41.04 39.91 39.76 41.91 39.60 39.76 41.35 39.33 41.55 41.88 40.10 41.96 39.38 55.43 39.71 41.21 40.64 39.61 40.43 41.11 41.24
481 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.51 42.03 39.75 41.41 39.93 39.87 40.06 41.97 39.85 39.31 39.40 49.26 39.79 39.46 40.64 39.21 40.92 39.62 40.12 39.88 39.77 40.29 39.92 40.42 40.75 39.64
482 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.54 41.52 39.86 40.23 39.10 39.28 40.49 40.31 80.49 39.87 39.86 41.55 39.82 39.15 40.72 38.72 39.60 39.78 50.06 55.18 41.19 40.76 39.25 41.09 39.80 40.96
483 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 40.13 39.97 39.57 54.67 38.83 40.20 39.89 40.59 39.30 41.56 39.73 41.66 39.73 54.16 55.18 39.85 39.24 39.76 39.97 41.43 40.61 39.96 39.78 41.54 39.97 40.99
512 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 54.52 39.70 39.68 41.57 39.33 39.05 40.72 40.94 48.51 39.62 39.74 41.28 87.61 47.06 40.71 39.65 40.86 41.13 50.11 54.43 39.59 40.39 40.55 40.67 39.85 39.36
513 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 39.74 40.13 40.22 39.69 39.70 40.00 39.85 40.70 39.76 41.91 41.50 40.79 39.61 49.12 41.04 40.02 41.68 39.28 41.55 39.49 40.22 40.64 39.26 40.35 40.53 41.43
514 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 39.95 39.76 39.47 39.41 39.35 39.59 39.64 40.33 39.21 39.52 39.49 39.29 39.90 38.65 39.77 40.74 40.92 39.18 39.27 41.41 39.40 39.96 39.37 40.70 39.24 39.97
515 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 40.49 40.80 39.20 39.76 40.13 39.75 40.24 42.03 84.52 40.22 39.39 39.66 40.06 41.96 41.51 39.54 39.40 39.87 39.74 40.58 40.65 40.33 40.67 47.99 40.09 40.23
544 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 39.52 41.40 38.92 39.75 40.20 41.99 40.13 40.48 40.20 40.45 39.50 40.45 39.12 39.29 41.90 39.90 54.12 39.74 40.46 41.11 39.02 39.73 39.54 41.27 40.54 40.51
545 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 40.20 41.52 39.48 39.38 39.99 40.35 39.98 40.94 40.10 39.98 40.61 39.40 40.13 39.26 41.17 40.13 40.00 41.37 39.62 39.92 40.10 39.60 40.79 40.79 39.72 40.71
546 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 48.70 39.38 39.47 38.99 39.70 39.73 39.47 41.47 40.68 38.68 49.92 39.44 49.81 38.85 40.52 80.93 41.11 39.39 40.20 39.57 40.10 40.73 39.56 39.86 40.39 40.67
547 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 39.26 39.08 41.58 41.55 39.90 39.63 39.96 41.04 40.09 39.26 39.36 40.58 39.54 39.26 39.41 39.73 39.41 48.03 40.79 39.32 39.97 40.34 39.21 40.07 39.95 40.29
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.10 88.35 86.54 89.29 87.93 74.05 87.27 87.61 87.70 87.70 88.39 86.99 88.70 86.11 88.64 88.24 72.94 74.33 88.70 87.39 85.53 86.49 86.41 86.29 86.94 87.85
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.54 75.03 86.81 85.65 87.73 88.83 87.24 87.38 89.03 86.43 88.57 88.10 87.86 86.99 87.34 88.29 88.18 87.36 89.26 88.10 88.54 86.54 85.61 85.24 87.42 87.27
578 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.75 87.84 87.20 74.67 87.18 88.18 87.20 87.01 73.40 88.78 88.76 74.91 88.20 87.46 86.40 87.25 88.02 87.75 88.12 88.02 85.10 86.46 87.20 84.93 87.79 85.92
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 73.86 89.75 88.78 87.24 87.64 87.42 88.97 88.29 86.46 87.01 72.86 88.68 87.44 86.26 86.93 88.84 86.95 88.09 74.89 88.57 87.30 87.28 86.48 84.46 86.41 87.71
608 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 82.87 86.87 86.24 86.77 86.74 88.24 87.05 87.35 88.39 87.22 88.84 87.32 88.08 87.28 87.17 86.52 87.64 89.64 88.30 74.38 85.51 83.83 86.08 85.28 87.25 86.59
609 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.60 73.12 72.52 87.13 88.07 88.41 85.21 72.60 88.13 73.92 88.17 73.88 72.98 87.28 73.89 89.69 88.14 87.42 88.79 74.61 85.93 83.46 87.92 83.63 86.93 85.66
610 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.17 73.28 87.75 87.59 73.26 88.79 73.37 88.29 86.02 87.49 86.98 74.64 86.62 72.59 87.38 88.76 85.72 75.13 87.64 86.35 86.12 84.18 86.25 57.16 85.40 84.45
611 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.69 88.01 86.91 86.38 86.31 87.83 88.04 85.76 87.76 86.91 87.42 87.91 86.77 72.97 87.49 88.02 86.76 87.17 87.48 88.12 83.65 85.92 86.91 87.01 84.89 87.52
640 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.98 88.36 87.72 87.15 86.87 85.86 88.50 88.45 72.14 74.39 74.65 87.84 74.90 85.94 88.02 74.68 89.46 73.21 88.70 73.61 85.64 85.13 57.27 85.68 84.63 87.40
641 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 86.75 88.35 86.16 87.13 88.24 85.39 88.60 87.52 87.34 87.47 87.35 75.67 88.05 88.04 88.69 88.06 73.92 87.03 87.51 86.97 85.84 54.46 84.89 85.29 56.32 85.86
642 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.70 86.18 86.14 87.10 87.71 74.27 85.49 90.18 87.08 88.14 75.14 75.97 73.36 86.65 89.18 87.53 73.46 74.87 74.40 74.16 84.79 84.60 55.51 85.57 84.56 84.79
643 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.68 85.98 73.36 87.80 85.36 88.84 87.93 87.84 73.77 74.24 72.81 74.45 86.92 73.43 56.61 86.77 87.77 87.80 74.43 86.95 85.44 85.26 85.84 84.88 85.38 87.32
672 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 40.98 41.81 40.69 41.05 41.80 40.35 39.49 41.11 40.39 41.27 40.86 39.80 48.31 49.59 40.87 50.11 40.97 39.05 38.85 42.32 46.57 40.57 39.14 43.77 41.63 40.29
673 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 41.84 41.42 41.84 47.35 41.74 41.96 39.61 41.08 38.67 41.57 48.81 48.38 38.68 40.95 40.93 39.49 41.40 47.91 42.17 41.70 40.38 40.90 39.27 40.34 41.27 41.40
674 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 48.59 41.51 40.10 41.75 41.79 39.99 39.84 45.66 48.50 48.27 52.04 41.95 40.42 41.56 39.86 46.77 39.35 39.20 40.64 55.44 39.21 40.90 39.29 40.78 39.75 40.22
675 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 39.48 44.61 41.22 51.55 41.71 42.12 39.15 41.51 47.07 40.77 38.10 41.42 49.08 40.56 41.38 50.34 40.41 38.06 41.46 39.65 39.13 40.32 41.03 41.10 45.56 41.44
704 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 46.49 40.91 41.23 41.15 41.91 40.09 39.89 47.76 39.36 41.22 48.79 48.55 46.99 40.73 41.68 49.50 47.05 38.13 48.38 39.60 39.66 39.10 45.20 40.83 45.80 41.17
705 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 42.28 50.58 46.82 41.58 41.83 42.02 48.66 50.99 41.37 40.54 39.98 41.10 39.14 38.78 40.87 47.86 40.88 51.00 49.72 39.59 46.08 40.92 39.12 41.40 40.24 41.35
706 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 39.67 41.93 48.76 41.54 41.69 40.45 39.62 40.94 45.63 50.54 47.45 41.51 47.00 47.04 40.33 38.78 39.76 38.71 42.36 41.73 39.50 39.29 44.78 41.74 41.50 41.15
707 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 40.08 41.03 41.89 41.91 41.54 41.50 39.98 40.79 50.39 49.94 40.46 43.18 50.13 40.81 41.11 40.60 41.12 40.72 42.55 48.10 40.07 44.82 41.15 40.23 40.54 41.30
736 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 41.89 41.65 41.43 41.97 41.49 48.25 49.33 41.79 40.51 40.91 46.18 41.78 44.43 39.97 41.86 49.69 40.45 44.11 48.43 42.01 39.97 39.93 39.99 41.24 41.56 40.47
737 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 46.59 41.78 47.44 47.46 41.62 44.58 47.61 41.25 40.98 40.70 45.63 40.33 38.43 44.87 41.01 48.62 40.73 45.95 40.91 47.45 39.61 43.81 40.10 40.88 40.88 48.95
738 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 39.42 48.83 40.92 41.79 42.03 40.12 46.72 47.01 41.54 46.73 42.09 39.04 47.50 49.03 41.69 39.24 41.42 48.03 47.76 39.71 41.51 40.67 46.07 41.60 40.77 40.96
739 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 40.36 41.78 41.34 40.75 41.50 46.63 39.58 40.63 41.48 40.94 41.41 40.55 39.59 49.53 41.21 39.79 40.94 40.86 39.50 40.71 39.47 41.63 38.95 41.10 40.62 79.73
768 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 40.43 41.97 39.84 41.31 41.84 40.02 47.39 40.99 47.96 41.59 39.84 40.10 38.90 41.78 41.13 41.24 39.23 50.59 45.24 41.92 43.15 40.57 41.52 39.33 40.06 40.51
769 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 39.03 42.15 50.73 41.54 40.73 39.97 40.29 40.82 41.51 40.95 39.50 42.04 38.95 38.65 41.70 39.03 41.12 40.14 38.39 41.53 39.96 40.63 40.97 41.13 40.91 49.12
770 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 40.20 41.18 41.56 41.37 41.91 39.59 49.32 41.15 48.98 49.35 40.08 40.79 38.10 40.57 40.90 38.67 46.48 41.41 40.08 39.59 40.22 41.17 39.23 41.23 41.01 41.42
771 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 41.76 41.30 41.87 41.57 47.07 54.43 51.82 41.57 48.91 40.27 43.45 39.78 46.98 40.85 41.06 48.27 48.38 39.12 40.05 43.02 41.39 41.28 39.26 41.28 40.74 39.12
800 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 49.34 41.95 48.45 41.13 41.47 40.85 41.23 39.88 41.59 47.56 40.91 41.08 39.21 40.40 40.54 48.81 39.31 38.73 47.59 46.15 40.72 79.57 41.40 41.27 40.86 41.00
801 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 38.80 45.02 41.49 41.53 41.52 41.70 49.63 48.41 47.54 40.31 48.95 41.62 38.78 45.59 41.68 38.98 43.52 41.30 39.14 47.97 40.33 38.77 40.12 41.16 41.73 42.65
802 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 40.61 41.38 41.52 47.15 41.81 39.46 41.68 41.03 50.31 44.74 39.73 41.42 47.86 43.59 41.37 39.06 38.87 48.44 41.12 39.97 40.30 40.54 40.02 40.47 39.98 41.29
803 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 40.50 41.65 41.78 41.41 41.70 40.21 46.87 48.22 46.12 47.15 40.58 42.79 48.29 41.09 41.11 40.74 49.02 49.81 49.32 40.34 39.90 40.23 39.65 40.68 38.91 41.50
832 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 47.20 41.75 48.61 41.56 41.81 47.68 38.34 40.79 40.35 40.89 46.02 41.63 38.51 45.39 40.30 45.88 44.50 47.39 39.49 47.89 43.57 46.05 41.05 41.13 40.62 40.68
833 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 47.48 41.77 41.83 41.36 41.96 42.05 50.01 41.16 41.20 40.44 39.46 41.11 39.86 40.83 40.99 48.70 41.16 38.76 41.82 55.23 40.09 45.40 40.10 40.67 40.54 41.15
834 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 48.78 40.68 40.92 41.70 47.53 39.38 39.32 41.02 41.21 41.33 40.12 39.45 38.91 40.78 41.69 38.42 42.24 44.82 41.82 41.60 40.66 41.14 40.36 41.53 39.32 41.50
835 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 45.77 40.72 49.61 41.52 41.68 42.04 44.05 40.22 39.27 48.13 40.46 47.56 39.54 45.92 41.10 46.55 47.12 47.45 42.54 47.71 40.80 44.50 44.21 41.54 41.61 41.64
864 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.33 87.92 87.48 88.43 87.50 89.22 87.30 86.16 87.92 86.47 88.84 88.02 88.98 87.48 86.14 86.19 85.80 75.07 87.39 88.22 87.57 86.89 87.99 85.79 86.00 85.66
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.31 87.78 88.65 86.71 87.78 87.54 87.06 88.74 87.71 86.94 87.49 89.14 88.03 88.88 87.91 89.02 87.96 81.03 88.39 89.55 71.34 86.70 85.85 85.19 85.80 86.35
866 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.12 87.10 86.50 87.43 86.55 88.34 79.17 87.78 88.89 87.73 74.31 74.63 87.48 87.73 87.45 87.26 86.48 90.44 86.89 85.63 86.75 85.35 87.39 85.40 85.94 85.21
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 85.37 88.78 87.45 86.77 88.05 87.48 87.41 87.30 86.99 87.73 87.13 89.13 78.52 87.66 86.70 87.82 87.38 89.01 89.25 88.74 85.84 85.77 87.87 85.71 72.20 87.16
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 72.46 87.37 86.92 87.76 88.32 87.73 88.09 88.98 87.56 87.44 89.29 87.43 88.50 87.65 88.69 87.66 88.39 88.39 86.88 86.52 83.70 84.38 87.65 85.65 87.27 85.25
897 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 86.00 86.31 86.19 87.68 74.39 86.07 86.62 87.92 86.47 88.40 88.22 74.63 87.70 72.22 86.35 89.30 89.24 88.05 85.55 87.19 84.58 84.67 85.42 86.24 85.32 86.18
898 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.69 87.58 87.76 86.63 86.23 74.80 73.11 87.90 87.39 88.04 74.58 73.88 75.41 86.54 72.63 86.64 73.41 85.86 74.12 89.09 71.47 85.02 87.25 85.32 86.08 86.56
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.27 87.05 88.12 88.09 85.34 90.20 88.23 85.85 74.61 88.25 87.33 88.37 88.30 88.56 88.88 90.04 87.72 87.92 88.23 90.22 88.11 86.61 87.58 86.93 87.11 87.86
928 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 73.07 89.28 88.27 84.99 87.44 88.66 87.78 86.95 87.50 88.33 87.54 87.49 73.98 86.27 86.68 74.83 86.18 88.00 88.01 75.61 86.01 85.68 83.58 55.03 56.98 55.33
929 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.88 87.43 85.35 87.35 87.58 87.14 86.31 88.30 89.00 88.40 71.04 88.01 88.05 86.44 87.68 87.47 87.19 87.82 88.23 88.28 86.33 54.84 85.94 54.58 59.64 83.90
930 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.60 87.59 85.15 88.99 86.96 88.80 87.86 86.02 72.45 73.70 88.16 88.28 74.88 86.12 88.40 89.04 85.47 88.15 87.06 88.88 56.18 84.60 85.86 85.38 84.52 86.58
931 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.77 87.69 85.30 84.95 88.17 88.18 85.71 87.89 89.06 73.20 86.75 87.85 89.51 86.00 85.54 87.46 86.59 86.24 74.15 88.19 85.14 84.85 85.69 54.81 84.55 87.55
960 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 39.20 41.52 47.19 40.87 41.83 42.19 39.42 40.84 41.83 48.90 45.89 40.79 38.60 40.89 41.23 38.86 42.11 46.43 48.68 41.99 40.40 40.34 41.03 41.54 41.01 41.73
961 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 46.79 41.11 49.08 40.67 42.03 47.95 40.60 47.16 42.35 41.18 41.93 41.40 45.00 40.84 40.18 38.99 40.11 49.27 39.68 39.16 40.87 39.88 39.41 41.49 40.88 40.64
962 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 40.02 49.58 47.65 41.16 41.49 41.12 39.80 40.70 48.61 47.97 38.95 41.41 39.01 40.19 40.96 47.48 40.16 49.88 41.50 41.62 40.37 40.65 45.53 41.20 40.79 39.37
963 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 41.90 41.34 41.33 41.30 40.97 39.33 40.12 40.75 40.26 41.23 42.30 41.62 38.21 39.45 40.76 38.35 38.78 50.25 49.88 39.81 40.20 39.18 41.36 41.13 40.88 41.77
992 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 42.10 41.60 41.36 42.10 41.65 47.15 39.85 40.24 49.16 47.23 46.25 46.28 49.72 39.62 41.83 39.27 45.85 47.58 39.40 41.60 41.55 39.31 40.43 40.32 39.51 48.36
993 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 39.63 41.25 49.22 41.70 42.02 41.98 48.45 40.89 48.50 41.64 42.73 47.46 48.48 49.92 39.78 39.01 39.10 39.16 48.79 39.76 39.47 41.17 42.97 41.35 41.42 41.58
994 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 41.94 41.27 41.92 41.26 42.25 39.47 39.26 40.56 41.16 41.57 39.73 40.91 39.12 47.80 40.67 39.28 41.65 38.21 47.88 40.96 39.97 39.79 39.13 41.14 39.94 49.58
995 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 40.36 48.09 41.75 47.43 41.73 42.23 39.97 39.90 39.53 40.70 40.46 41.69 46.75 47.50 41.02 48.86 40.75 47.05 48.94 42.03 39.97 40.68 39.46 41.54 40.33 38.74
1024 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 41.89 40.72 39.84 42.06 41.38 42.05 48.90 41.09 40.35 45.13 42.60 41.98 39.00 40.71 40.27 51.21 44.05 40.23 54.82 40.55 40.99 41.50 39.35 41.74 41.29 40.47
1025 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 41.73 41.49 41.86 42.05 41.42 41.83 49.83 40.21 49.25 41.82 49.90 42.03 39.58 39.68 40.98 49.47 41.64 48.90 41.56 41.47 41.32 41.25 40.10 41.44 41.00 41.74
1026 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 41.05 41.65 40.02 40.61 41.22 41.36 38.99 41.16 40.90 41.89 45.51 46.03 39.13 40.74 41.00 49.18 40.78 41.15 39.68 41.82 44.65 41.52 39.08 40.60 40.65 41.40
1027 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 40.30 41.78 48.36 41.80 41.42 42.18 48.29 40.36 46.86 41.41 40.46 42.43 39.77 43.68 41.79 38.06 46.52 41.65 40.34 48.88 45.26 42.84 40.20 41.53 41.50 40.80
1056 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 40.45 46.35 41.34 41.68 41.98 40.36 39.59 48.30 40.41 40.85 38.92 41.39 46.77 40.57 39.49 49.64 41.68 39.72 39.89 40.55 40.55 40.59 39.20 40.67 41.01 41.16
1057 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 41.81 48.24 46.85 41.51 41.55 39.54 40.14 40.97 41.74 41.67 42.24 50.57 50.07 40.74 40.21 38.78 43.10 48.55 39.79 40.09 41.32 45.35 45.03 40.21 40.98 41.10
1058 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 39.85 40.35 41.15 41.39 41.75 39.61 39.25 49.08 49.37 47.78 42.23 39.76 38.32 40.85 40.72 39.07 42.00 47.17 51.05 42.01 40.35 39.13 40.30 40.87 40.66 48.45
1059 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 46.89 48.16 42.03 40.76 41.95 41.80 39.75 42.04 38.69 41.58 39.39 41.56 49.41 39.10 41.09 47.74 41.71 39.32 41.43 41.69 44.08 40.17 51.35 41.73 40.34 40.10
1088 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 40.50 41.66 41.52 42.12 41.44 42.04 39.30 49.30 41.02 42.10 42.04 41.74 38.87 45.34 40.72 39.75 40.80 48.35 41.88 39.77 41.01 39.89 41.23 41.41 41.42 41.60
1089 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 40.61 40.30 41.91 49.11 41.06 39.66 39.80 40.35 40.23 47.05 39.82 41.89 38.95 46.61 49.53 48.30 41.71 46.59 39.77 42.17 40.22 41.18 39.68 44.95 49.77 41.37
1090 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 47.91 41.72 42.26 41.15 41.49 39.27 39.07 49.18 47.49 49.10 40.91 41.76 39.71 47.11 42.04 53.56 40.93 49.16 39.54 40.94 40.74 44.54 38.93 40.86 46.88 41.56
1091 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 42.14 48.06 41.25 41.57 47.43 39.21 39.84 41.01 46.34 44.60 42.03 39.86 39.36 48.54 41.68 39.59 40.75 48.29 39.97 48.92 48.17 39.89 40.93 41.44 44.40 41.23
1120 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 40.08 41.73 41.89 41.56 41.90 42.02 49.33 40.79 48.55 41.55 41.90 41.51 38.98 38.70 41.90 39.01 43.16 47.12 41.79 41.90 46.44 40.40 38.15 41.53 40.43 41.47
1121 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 41.56 41.00 41.84 41.27 47.37 47.02 40.04 40.56 48.86 40.98 41.89 41.42 39.12 40.56 40.67 48.07 39.13 40.62 41.77 41.60 40.34 39.70 41.29 41.53 40.44 40.60
1122 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 41.68 41.93 41.54 40.75 41.69 47.22 47.01 42.90 40.96 40.82 46.79 41.83 38.89 47.89 41.02 39.45 40.94 48.01 40.07 46.90 39.75 40.96 41.36 41.25 41.94 41.67
1123 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 47.83 41.69 41.24 40.97 41.91 39.21 49.22 40.88 48.62 41.81 39.50 40.59 46.89 39.93 40.99 49.11 40.94 47.35 39.62 48.28 44.87 47.63 45.24 40.22 41.69 41.12


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 90.43 24.42 87.81 87.59 88.75 68.84 90.09 88.97 90.70 88.59 83.25 86.96 90.07 91.26 89.51 90.23 90.38 91.30 88.85 68.57 88.28 80.05 89.56 61.45 90.21 59.18
1 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 91.51 86.47 89.44 87.49 88.60 86.72 89.94 92.21 91.14 81.70 89.37 69.25 85.60 88.85 86.06 88.69 86.52 91.07 91.39 69.97 91.26 90.19 88.46 85.09 89.73 59.38
2 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 93.34 87.39 90.43 88.93 90.40 68.98 88.89 92.03 89.36 86.18 84.98 83.03 86.35 89.09 88.45 91.85 91.28 93.49 89.72 90.28 84.76 91.35 90.47 88.29 87.86 89.49
3 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 90.12 68.91 90.00 89.21 68.81 89.91 91.13 88.04 90.23 91.08 90.29 91.08 91.61 90.63 86.69 91.84 88.11 90.90 91.61 87.29 62.68 89.77 92.26 88.49 62.99 61.11
32 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 89.84 88.36 86.42 89.71 86.21 88.11 89.57 85.61 90.12 84.45 68.08 87.04 24.42 88.64 90.89 86.81 84.27 86.08 92.91 89.45 92.51 90.79 85.72 89.41 91.35 84.33
33 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.33 85.25 90.96 88.99 93.33 92.04 91.48 91.00 90.63 90.11 92.30 90.87 89.76 88.35 86.03 92.82 68.25 90.33 88.97 89.89 92.50 91.77 89.62 90.56 93.55 90.00
34 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.03 89.51 91.34 90.93 89.77 87.41 88.51 87.89 90.07 91.31 90.54 90.36 87.47 89.26 87.13 87.78 90.31 87.56 92.70 80.84 90.51 91.70 91.11 61.16 90.58 61.13
35 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.61 91.21 90.97 84.20 68.93 91.85 91.20 90.35 90.40 91.27 91.70 87.63 89.97 85.82 91.31 90.97 86.28 88.20 92.31 80.66 89.34 87.07 87.18 91.29 87.51 91.38
64 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 69.77 68.75 85.68 61.89 92.89 67.88 85.93 87.00 89.89 90.72 89.70 89.64 89.38 90.58 86.24 68.87 69.43 87.85 88.64 69.77 88.42 89.44 89.65 69.54 61.01 89.37
65 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 90.22 89.75 92.11 85.03 84.39 84.77 89.05 90.34 91.28 90.75 89.20 90.83 91.64 90.86 90.79 90.78 85.77 90.06 90.21 92.27 87.14 60.90 89.91 90.63 87.69 90.69
66 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 88.83 24.42 90.21 88.37 86.20 90.21 92.53 86.47 90.08 90.47 90.23 69.26 92.53 85.85 86.44 90.84 88.96 91.35 89.87 89.77 63.04 87.91 87.38 89.46 91.68 87.37
67 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 89.30 88.58 90.44 84.90 69.83 89.50 69.91 87.95 88.87 89.85 92.05 70.17 89.96 87.72 87.34 93.96 87.69 91.05 87.17 91.58 90.82 91.95 91.52 85.95 89.77 91.30
96 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 36.82 40.74 37.54 40.89 37.70 39.89 37.84 37.14 37.24 38.14 37.39 38.14 37.94 36.95 40.04 38.29 40.76 36.67 36.74 38.19 40.37 40.37 37.72 40.16 39.92 40.41
97 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 38.23 40.69 36.79 37.60 37.56 24.42 38.15 40.98 84.60 36.66 37.93 40.90 37.68 24.42 40.67 38.13 39.96 37.52 37.72 38.54 39.91 39.56 36.54 40.21 40.43 40.61
98 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 36.98 40.49 36.93 36.90 36.88 37.14 36.64 40.68 37.79 40.78 38.03 37.57 38.10 39.90 40.10 38.53 40.25 37.50 37.63 38.17 39.96 39.74 40.50 40.76 39.80 81.86
99 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 37.68 40.08 37.20 40.69 37.87 40.53 37.91 37.45 37.77 49.26 38.11 38.33 37.53 40.66 41.04 37.84 39.92 37.37 36.97 38.57 39.74 40.02 37.68 39.92 40.59 66.57
128 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 37.44 37.61 37.31 40.05 37.07 37.84 38.51 40.27 37.69 84.46 37.59 40.62 38.38 40.01 39.64 37.56 38.03 37.37 43.27 41.44 40.11 40.09 37.77 39.73 40.41 40.03
129 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 37.94 36.99 37.92 40.68 37.26 37.61 40.41 38.12 37.07 37.19 24.42 38.37 37.96 38.09 40.86 39.63 40.54 40.63 40.22 40.77 40.06 39.86 40.22 39.47 39.80 39.91
130 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 38.09 40.24 37.18 40.50 38.33 38.38 37.82 38.24 37.76 40.78 37.53 38.02 37.89 37.58 40.83 38.40 40.79 42.61 38.12 42.95 37.72 39.87 39.82 40.11 39.78 40.09
131 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 37.92 37.92 37.82 37.61 37.24 38.23 37.95 37.42 87.79 24.42 38.18 40.80 37.29 38.38 39.67 38.24 40.53 37.50 43.34 37.71 40.10 39.33 38.14 40.05 39.88 40.45
160 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 37.39 37.07 37.56 37.70 37.37 48.77 38.27 40.68 38.09 37.24 37.71 40.66 43.35 37.84 38.13 37.67 40.88 37.58 40.34 37.40 38.00 40.04 39.49 40.16 40.33 40.51
161 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 38.23 37.44 38.04 40.67 40.64 37.72 37.95 39.96 37.62 37.53 38.11 38.10 42.59 41.74 37.64 37.63 40.14 37.61 37.59 38.29 39.51 39.55 37.82 40.48 39.78 40.36
162 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 37.90 40.65 37.94 37.37 37.52 38.08 38.12 40.50 37.52 40.38 38.34 37.85 38.07 37.98 40.54 37.70 37.83 37.70 37.70 37.64 39.65 39.80 39.83 40.01 39.81 39.64
163 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 38.10 40.55 37.19 38.23 37.56 38.57 38.09 38.26 38.26 40.54 40.08 40.49 82.53 37.81 38.09 88.96 40.00 83.34 38.53 40.49 39.24 39.31 39.55 40.02 39.80 40.35
192 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 37.86 37.13 37.02 40.47 40.41 36.68 84.52 40.75 37.78 36.25 37.50 40.62 37.53 40.04 39.80 37.41 39.97 37.31 38.31 40.53 40.48 39.79 40.50 40.48 39.93 40.44
193 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 38.09 37.58 40.78 40.68 40.80 37.39 38.36 37.98 38.12 38.55 38.36 40.09 49.29 37.56 40.18 37.81 37.86 37.41 37.96 38.28 37.96 39.39 40.44 40.64 40.22 40.26
194 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 37.68 40.69 37.63 37.07 49.02 38.39 38.26 40.67 37.70 37.65 38.01 37.99 38.86 40.12 40.68 37.91 39.99 37.24 38.10 43.93 39.06 40.20 37.63 40.37 40.47 40.71
195 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 37.14 48.76 37.67 40.42 37.53 38.25 38.45 40.18 37.96 40.67 42.54 38.52 37.93 37.14 40.23 84.19 37.55 37.19 37.57 38.40 37.71 24.42 37.71 40.80 40.41 40.62
224 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 37.80 38.08 37.94 40.80 39.61 40.38 38.12 39.87 37.84 39.86 37.81 40.83 37.74 39.97 40.39 84.69 37.31 88.89 40.07 38.08 39.95 39.73 24.42 40.17 40.10 40.62
225 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 37.96 40.51 86.18 37.69 37.55 37.68 37.93 40.47 37.18 37.45 38.10 40.80 38.63 37.83 40.23 38.48 40.77 37.59 40.78 40.51 39.74 39.78 39.62 39.54 40.10 39.82
226 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 38.04 40.69 37.43 40.51 37.68 37.97 38.22 40.38 38.44 37.97 42.65 38.39 87.00 40.08 39.52 36.76 40.10 42.36 38.24 43.53 39.96 40.12 39.61 40.25 40.38 40.43
227 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 37.59 37.34 37.09 40.09 37.18 38.11 37.98 38.92 37.19 37.70 40.80 90.07 38.44 38.11 40.48 37.97 38.36 37.76 41.91 37.96 37.17 40.20 37.91 40.07 40.46 39.92
256 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 38.53 40.71 38.09 40.52 37.98 38.05 37.80 37.98 38.09 37.10 40.34 37.61 43.34 39.92 40.10 37.54 84.62 37.88 37.85 38.25 39.55 39.98 38.17 39.89 39.96 40.19
257 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 38.11 39.96 36.96 39.73 37.14 38.10 38.25 40.08 37.94 37.34 38.10 40.80 37.82 38.09 40.82 42.16 38.20 37.99 42.93 38.53 40.12 39.74 39.63 40.64 40.19 40.22
258 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 37.45 38.20 37.82 38.11 37.97 38.14 38.13 39.95 40.32 37.31 38.10 40.77 38.12 38.11 40.02 39.65 37.41 38.10 37.87 40.66 39.53 39.64 38.21 39.97 39.81 40.09
259 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 37.32 40.24 36.93 37.69 37.84 40.37 38.49 40.04 37.42 41.19 38.39 38.28 38.09 40.10 40.10 37.27 37.73 37.22 37.57 37.94 39.32 39.99 38.01 40.34 40.07 40.41
288 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.22 89.62 88.72 88.22 89.55 87.33 89.92 85.94 90.50 89.28 89.68 88.55 89.75 86.01 86.19 91.56 84.65 84.03 88.93 90.23 90.75 85.88 90.70 59.96 88.22 86.83
289 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.69 89.54 91.10 87.73 90.55 90.20 88.76 89.49 89.54 90.34 82.86 86.83 90.36 91.82 88.78 90.51 90.23 88.41 89.08 88.91 90.82 91.22 60.72 86.26 90.41 91.19
290 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 88.65 89.75 87.22 88.82 90.42 83.04 91.01 88.52 90.71 91.23 89.06 91.09 93.36 90.39 85.71 86.03 86.60 88.44 91.25 91.14 91.56 89.83 89.60 89.85 83.50 64.07
291 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 89.79 88.76 90.96 86.59 89.27 90.87 70.88 90.77 90.36 93.31 91.39 68.38 91.78 91.89 91.15 90.85 91.69 91.66 91.52 90.25 91.10 79.46 91.11 88.59 85.86 61.96
320 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 84.58 90.76 90.84 89.89 84.82 68.80 69.90 90.23 85.22 89.24 91.72 87.14 92.84 88.49 90.21 85.67 83.11 91.19 87.73 88.72 81.31 87.71 88.78 85.48 90.40 61.26
321 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 69.92 90.11 90.00 84.80 86.56 88.53 87.28 91.56 89.57 92.55 89.75 89.81 91.39 70.76 88.41 91.63 92.46 92.09 91.40 91.81 89.77 92.53 90.18 61.59 90.90 88.49
322 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 91.00 88.16 90.33 85.47 77.73 92.24 70.60 87.08 86.72 88.55 92.28 90.03 91.54 85.98 86.64 90.49 84.64 87.45 90.66 69.38 92.51 91.26 91.11 90.19 61.37 90.60
323 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 90.09 86.34 92.38 89.69 90.95 89.78 90.29 92.01 92.86 87.32 69.67 68.06 90.50 90.59 86.41 86.23 91.28 89.48 91.99 91.91 89.43 90.94 61.05 88.74 89.87 90.61
352 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 87.13 87.42 84.42 58.55 85.09 88.98 88.20 86.54 90.43 84.54 87.39 68.48 86.12 90.67 88.58 90.58 87.77 86.58 91.40 89.72 91.15 60.79 61.16 92.12 91.20 92.33
353 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 90.51 86.91 91.19 86.80 85.98 69.25 91.27 93.96 91.53 92.17 88.66 68.28 90.67 87.21 89.48 91.12 92.04 90.66 90.94 91.30 90.40 91.38 86.06 89.65 92.56 88.73
354 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.13 86.49 85.89 87.11 90.01 81.25 89.18 87.39 91.18 88.84 69.46 85.09 90.87 90.13 89.37 90.17 90.98 92.22 89.92 67.98 91.03 86.03 89.84 86.64 89.99 87.59
355 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 90.34 88.75 90.57 89.46 89.35 91.83 91.54 88.43 90.03 90.62 91.65 86.94 90.16 89.98 89.91 91.58 92.37 90.23 91.10 89.73 91.55 92.94 68.70 90.74 60.52 89.54
384 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 37.46 37.39 36.81 40.76 40.78 37.70 37.10 40.67 37.37 49.25 38.38 40.80 38.07 40.23 39.87 40.50 40.10 37.37 37.75 40.78 39.72 39.29 40.10 39.55 40.56 40.48
385 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 37.32 40.55 37.71 37.94 36.71 40.83 38.28 37.45 37.62 41.19 37.97 40.67 38.02 36.71 40.15 37.21 40.78 38.01 37.54 37.78 40.43 40.34 48.76 40.73 40.46 40.53
386 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 40.52 37.20 36.45 40.21 40.23 37.99 38.65 40.81 37.98 37.78 38.42 49.26 38.12 40.40 40.82 37.60 39.87 37.49 38.40 37.38 39.80 40.24 39.98 40.15 40.66 40.47
387 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 37.37 37.94 37.17 37.38 36.91 37.73 38.06 37.70 37.63 37.68 37.84 38.31 37.84 38.04 40.25 38.25 40.14 88.23 49.26 38.29 39.95 40.07 40.44 40.65 39.85 40.45
416 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 37.62 43.07 40.78 40.70 37.48 38.37 38.77 40.53 38.13 49.51 37.97 40.95 37.68 37.08 40.78 38.25 39.88 37.38 40.65 37.55 49.26 40.24 38.23 40.41 39.98 40.61
417 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 37.96 40.70 37.96 37.40 37.22 40.11 37.99 40.10 38.10 40.69 37.98 40.07 38.06 38.39 40.48 38.13 39.52 40.80 37.49 40.66 39.43 39.62 37.66 40.73 39.77 40.13
418 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 37.98 38.01 37.69 40.63 37.44 38.12 37.94 37.98 36.57 36.82 40.34 40.64 38.24 37.28 38.11 37.59 39.95 38.09 43.23 40.09 39.80 39.66 36.57 40.41 39.84 39.86
419 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 37.97 37.97 37.78 38.09 40.56 37.97 37.70 40.50 40.74 39.93 37.84 39.94 42.92 38.10 40.10 37.19 37.86 37.79 38.40 88.86 39.35 39.12 39.49 40.64 40.62 40.03
448 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 38.24 37.19 37.98 40.66 40.65 38.37 38.95 37.70 40.60 40.23 38.41 40.38 37.58 40.36 40.62 37.85 37.99 36.58 40.49 40.79 39.60 40.27 39.80 39.92 40.30 40.49
449 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 37.97 37.39 37.97 40.00 37.52 38.28 38.36 39.88 37.74 40.41 37.97 40.56 37.95 37.15 40.12 91.06 38.11 37.69 38.24 40.46 39.42 40.24 39.83 40.00 39.90 40.07
450 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 37.66 37.69 40.51 40.52 37.66 38.12 38.23 40.32 38.10 37.53 37.95 37.93 38.08 37.83 40.75 89.05 39.95 37.70 37.70 38.20 39.55 39.21 39.98 40.13 40.04 40.44
451 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 38.25 40.53 38.20 39.51 37.19 38.13 38.66 40.12 38.27 37.97 38.11 37.77 38.08 37.43 38.14 38.09 42.25 37.24 37.97 40.36 39.65 40.10 39.75 40.47 39.86 39.95
480 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 37.23 38.53 40.55 40.49 40.66 40.09 38.09 37.85 41.12 37.27 37.87 40.71 37.63 40.81 40.92 38.65 40.91 37.24 49.51 37.77 40.70 40.23 39.62 39.83 40.31 40.30
481 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 37.39 40.76 37.69 40.53 37.86 37.82 38.25 40.80 37.63 36.98 37.82 42.57 38.09 38.13 40.16 37.60 40.22 37.38 38.14 38.23 39.47 39.93 40.21 40.31 40.13 39.54
482 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 37.40 40.51 37.61 39.54 36.99 38.10 38.55 38.30 85.52 37.63 37.80 40.79 37.57 37.11 40.07 36.86 37.24 37.70 44.39 49.15 40.40 40.26 37.85 40.58 39.99 40.23
483 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 38.00 37.89 37.37 49.26 36.54 37.89 37.95 39.96 37.49 40.68 38.10 40.77 38.36 48.87 49.41 38.00 37.53 38.08 38.10 40.70 40.33 39.75 39.94 40.64 39.83 40.50
512 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 48.88 37.44 37.38 40.69 37.22 37.84 38.98 39.80 42.70 37.70 37.96 40.83 92.29 41.08 40.06 37.67 40.02 39.97 42.98 49.51 39.65 39.99 40.03 40.16 39.96 39.14
513 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 38.24 37.97 38.10 37.30 37.30 38.15 37.59 39.96 37.29 40.78 40.62 40.35 37.61 43.07 40.35 37.43 40.80 37.23 40.80 38.14 39.83 40.13 37.98 39.81 40.32 40.60
514 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 38.11 37.97 37.69 37.44 37.20 38.38 38.22 37.98 37.73 37.70 37.97 37.52 38.10 37.56 37.66 40.36 40.32 37.27 37.82 40.53 39.41 39.86 38.06 40.41 38.04 39.68
515 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 38.52 40.23 36.80 37.81 37.94 38.24 38.66 40.91 89.07 37.73 38.11 37.57 37.83 40.81 40.64 37.53 37.62 37.98 37.84 39.96 40.13 39.84 40.06 43.25 39.62 39.83
544 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 37.41 40.51 36.82 38.12 38.21 40.91 38.54 38.09 38.38 39.97 37.97 40.04 38.12 37.40 40.89 37.84 48.32 37.56 40.08 40.49 37.90 39.64 39.50 40.75 40.07 40.03
545 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 38.68 40.52 37.66 37.70 37.70 38.44 38.37 39.81 38.38 37.97 39.57 38.12 38.26 37.78 40.23 38.12 37.63 40.64 38.27 37.97 39.87 39.77 40.19 40.16 39.92 40.46
546 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 41.55 37.69 37.78 37.56 37.92 37.96 38.10 40.28 38.56 37.17 42.05 37.63 41.66 37.31 39.96 85.51 40.73 37.38 38.28 37.86 39.83 40.27 39.77 39.77 40.13 40.24
547 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 37.97 37.70 40.69 40.68 37.69 38.07 38.65 40.36 38.24 37.41 38.11 39.95 38.39 38.12 39.24 38.10 37.81 41.77 40.34 37.96 39.99 39.84 38.27 39.68 39.92 40.04
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.21 90.68 90.02 89.45 90.15 68.00 89.61 90.66 90.63 90.20 89.80 88.55 88.32 90.29 91.91 91.13 69.44 69.20 90.33 88.96 89.55 90.53 91.96 88.71 89.54 88.28
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.67 72.43 90.46 89.71 90.50 89.08 88.91 89.84 90.27 88.20 88.85 90.04 90.65 89.76 88.19 92.26 92.57 91.55 88.97 87.08 90.30 88.51 89.53 89.17 88.26 88.19
578 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.63 91.39 89.98 69.56 91.79 88.77 88.44 90.48 69.87 90.03 89.61 68.27 89.99 90.08 88.97 89.38 90.10 87.65 90.47 89.89 88.57 90.66 90.70 89.75 90.11 87.98
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 69.13 91.98 92.49 89.76 89.92 89.48 91.14 90.48 89.03 89.58 70.07 86.94 89.26 87.07 87.59 91.07 86.39 89.00 69.35 90.41 91.32 89.43 89.43 89.52 89.94 90.66
608 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.40 89.36 89.34 90.31 90.12 90.72 91.03 88.42 90.90 89.71 89.06 89.81 88.19 90.77 89.23 92.57 91.13 89.35 90.58 69.03 90.17 85.57 90.38 91.44 87.29 88.89
609 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.82 69.68 70.02 89.87 91.20 87.81 88.05 70.88 91.55 70.38 91.28 69.03 69.44 90.78 69.92 91.27 89.59 88.86 89.99 69.10 87.76 86.25 90.30 89.26 89.92 89.24
610 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.70 70.16 91.02 89.86 70.04 90.70 70.12 90.19 89.56 91.33 86.83 69.32 87.60 69.14 88.76 91.55 89.00 69.74 92.02 88.75 90.45 90.09 89.72 62.08 88.85 88.54
611 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.12 91.71 89.38 89.37 88.83 90.08 90.11 90.02 90.77 89.64 90.11 90.78 91.39 69.94 88.71 88.32 90.42 87.42 89.53 88.61 89.81 86.21 92.73 91.25 90.15 90.04
640 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.73 92.19 92.11 89.69 91.10 90.26 91.39 92.29 70.42 69.68 68.99 88.13 69.72 89.93 89.37 71.01 91.99 69.22 87.76 68.67 88.67 92.18 63.11 90.09 88.98 90.60
641 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.09 90.19 88.20 89.36 91.58 88.57 91.11 90.74 90.64 90.20 88.15 70.25 90.22 91.21 90.83 89.98 70.46 89.34 91.32 88.34 92.11 58.97 90.31 90.94 62.95 90.93
642 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.00 89.01 90.33 89.91 91.72 68.94 88.20 91.35 90.75 92.20 68.17 69.15 68.75 87.84 91.21 88.31 70.39 68.46 69.33 67.39 90.78 88.99 60.96 89.95 90.86 87.81
643 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 92.29 88.99 69.87 89.90 89.73 86.44 92.58 90.88 70.80 70.59 70.61 68.84 90.81 70.80 59.39 90.26 90.15 90.32 69.77 89.87 90.61 91.06 93.05 88.67 89.55 91.28
672 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 40.05 40.68 39.93 40.22 40.52 40.06 37.09 40.11 39.45 40.21 40.55 37.74 41.84 43.06 39.73 42.14 40.10 36.63 36.55 41.08 39.45 39.92 37.41 39.02 40.66 40.24
673 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 40.69 40.33 40.51 41.56 40.44 40.80 37.82 40.08 37.03 40.42 42.95 42.46 37.18 40.10 39.96 37.40 40.47 40.97 40.49 40.81 39.77 40.05 37.58 39.98 40.66 40.70
674 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 41.62 40.55 39.94 40.76 40.68 38.15 37.61 39.66 42.26 40.76 44.34 40.97 39.90 40.68 39.67 40.45 38.11 37.08 38.17 49.27 39.04 40.52 37.71 40.38 38.10 39.98
675 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 37.42 39.00 40.28 44.82 40.67 40.65 37.49 40.47 41.24 39.44 36.08 40.80 42.48 39.81 40.41 42.90 39.90 36.01 40.62 37.60 39.09 39.53 40.65 40.39 39.51 40.69
704 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 41.31 40.20 40.48 40.33 40.79 37.60 38.27 41.19 37.20 39.86 42.16 42.35 41.07 39.99 40.84 42.14 41.53 35.56 42.07 37.25 39.62 38.92 39.95 40.10 39.89 40.44
705 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 40.81 42.46 41.12 40.29 40.52 40.91 41.05 43.39 40.10 39.22 38.11 40.64 37.40 37.57 40.05 41.65 40.19 42.64 42.69 37.81 39.71 39.92 37.75 40.56 39.94 40.60
706 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 37.16 40.68 43.08 40.32 40.65 40.07 37.96 40.12 39.16 41.92 42.57 40.63 41.43 41.55 39.53 36.80 39.34 36.83 41.00 40.90 39.14 39.32 39.55 40.88 40.73 40.61
707 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 37.94 40.26 40.63 40.79 40.30 40.63 38.22 39.75 42.96 42.81 40.07 41.39 42.03 40.24 40.13 39.76 39.96 39.84 41.11 42.65 39.48 37.80 40.74 39.99 40.24 40.79
736 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 40.46 40.49 40.65 40.68 40.44 40.71 41.77 40.65 39.60 39.91 41.06 40.76 39.53 39.67 36.57 42.03 39.88 39.82 42.10 40.91 39.41 39.35 40.08 40.60 40.64 39.88
737 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 40.29 40.51 42.37 42.35 40.29 40.51 40.46 40.63 40.01 39.59 40.44 40.11 37.54 38.44 39.98 41.50 40.13 40.75 40.22 41.67 39.41 37.60 40.11 40.60 40.86 42.80
738 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 37.23 42.67 40.08 40.54 40.65 38.09 39.86 41.26 40.54 41.08 41.41 37.54 41.44 41.23 40.52 37.69 40.65 41.26 41.05 38.06 40.80 40.06 39.46 40.64 40.37 40.36
739 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 37.80 40.52 40.49 39.74 40.34 40.69 38.12 39.27 40.55 39.64 40.80 40.08 37.77 43.16 40.11 38.12 40.09 39.85 37.82 40.19 39.15 40.69 37.84 40.47 40.37 85.15
768 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 38.59 40.68 37.39 40.14 40.69 37.75 41.49 39.99 41.57 40.11 37.75 38.36 38.10 40.79 40.02 40.14 37.37 44.00 35.82 40.72 36.75 39.56 40.95 39.17 39.66 40.24
769 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 36.80 40.65 43.25 40.66 39.47 38.08 38.56 39.81 40.46 40.10 38.10 40.91 37.07 37.42 40.53 37.28 40.24 36.27 35.55 40.66 34.07 39.97 40.05 40.64 40.23 42.31
770 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 37.55 40.12 40.47 40.49 40.79 38.39 41.86 40.01 41.57 41.04 37.90 40.23 37.24 39.97 40.05 37.27 40.46 40.69 38.09 38.10 39.84 40.66 37.43 40.75 40.50 40.82
771 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 40.77 40.20 40.83 40.67 42.23 49.51 42.76 40.56 41.98 39.45 41.72 38.28 40.98 39.72 40.09 42.24 42.64 37.53 38.02 41.47 40.51 40.37 37.57 40.77 40.39 37.98
800 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 43.00 40.66 42.29 40.51 40.30 40.27 39.56 39.31 40.45 40.65 40.35 40.63 37.56 39.85 39.80 43.00 37.73 36.54 41.03 41.11 40.29 82.87 40.64 40.77 40.28 40.58
801 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 35.79 40.44 40.36 40.69 40.18 40.82 43.26 41.37 43.04 39.62 42.38 40.78 37.89 40.03 40.82 37.81 37.96 40.37 37.25 42.31 39.66 38.48 40.10 40.82 40.78 41.07
802 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 38.09 40.49 40.48 41.37 40.69 38.39 40.69 40.08 42.83 38.61 38.09 40.81 41.94 39.01 40.11 36.99 37.41 41.20 40.14 37.99 39.87 40.13 37.98 39.95 39.87 40.51
803 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 37.75 40.38 40.79 40.33 40.69 38.25 40.34 42.33 40.59 40.41 40.07 41.42 41.73 40.30 39.94 39.90 42.46 41.92 42.33 40.08 39.63 39.87 38.12 40.19 38.61 40.67
832 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 41.51 40.51 42.88 40.53 40.55 41.36 36.38 39.78 39.21 39.55 40.17 40.78 37.42 40.64 39.52 41.23 37.80 41.19 37.69 40.86 37.89 40.50 40.48 40.61 40.56 41.30
833 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 41.83 40.51 40.39 40.42 40.66 40.92 41.49 40.19 40.40 39.60 37.71 40.49 38.09 40.16 39.96 41.06 40.21 34.81 40.67 48.94 39.87 39.64 39.99 40.32 40.54 40.70
834 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 43.77 40.02 40.08 40.66 41.28 37.12 38.38 39.86 39.97 40.09 38.10 37.96 37.75 39.93 40.68 37.27 37.09 40.11 40.81 40.75 40.10 40.70 40.07 40.80 38.07 40.79
835 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 40.40 39.94 43.47 40.33 40.43 40.89 38.86 39.50 37.59 41.00 40.09 41.79 37.67 42.11 39.95 40.57 41.66 42.36 41.22 41.05 40.23 39.91 38.40 40.70 40.89 40.69
864 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.88 90.62 93.30 89.94 90.23 88.44 90.82 88.58 91.29 90.18 92.19 90.00 91.49 91.72 88.74 90.84 88.01 70.37 89.48 89.11 91.03 90.88 91.86 88.23 90.42 87.83
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.70 90.98 91.16 88.42 89.63 88.00 91.33 90.40 87.13 90.36 90.65 87.97 91.39 91.13 87.08 92.02 89.64 81.39 88.59 89.81 69.47 88.77 89.86 87.43 90.69 88.54
866 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.88 90.91 89.12 91.70 89.54 88.68 75.59 91.33 90.99 89.51 70.09 68.28 90.05 91.53 89.43 90.26 87.82 93.47 90.10 88.68 89.65 90.42 91.90 88.24 86.67 88.04
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.41 91.06 91.98 89.67 92.66 89.10 91.53 90.35 89.95 89.61 88.97 88.35 74.82 91.07 88.05 91.96 89.61 91.01 89.82 89.17 90.09 88.63 91.27 89.20 69.91 89.91
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.12 90.71 91.80 90.82 92.18 90.11 90.84 90.83 92.23 89.90 89.63 88.64 91.51 90.38 90.67 91.53 90.10 90.71 88.49 90.16 90.30 90.91 90.25 90.18 91.83 88.60
897 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.76 89.16 91.05 91.33 69.84 88.15 91.05 89.73 91.65 90.85 90.68 70.56 90.13 68.65 87.78 91.33 92.30 92.87 89.54 89.27 90.98 89.74 89.21 91.02 91.41 89.75
898 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.64 89.38 92.14 89.34 91.31 66.85 70.36 90.56 88.35 91.27 67.89 69.14 70.60 92.30 67.86 90.41 69.38 88.36 69.74 87.64 68.15 88.78 91.27 88.28 89.32 89.67
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.59 89.19 92.90 90.31 86.32 89.46 91.91 88.98 69.79 90.50 89.50 91.09 88.68 90.59 89.75 91.78 90.32 90.98 90.71 88.41 92.72 88.38 91.19 90.52 90.96 91.84
928 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 68.95 92.78 92.16 88.34 90.56 89.31 90.16 89.19 88.20 90.02 89.13 88.54 67.77 89.93 89.01 68.77 87.98 89.14 92.14 69.03 91.74 88.96 89.17 61.24 62.34 61.10
929 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.34 90.20 90.06 90.07 91.32 88.85 90.43 87.70 90.78 92.24 68.33 87.60 88.89 91.37 88.99 89.53 90.77 88.82 87.75 90.57 89.23 60.13 90.54 60.82 61.79 87.77
930 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.35 90.51 88.44 91.18 91.83 89.98 90.63 89.16 69.39 68.32 88.87 87.23 69.68 85.98 90.55 90.21 88.74 92.10 89.72 88.21 60.16 89.44 89.89 90.15 89.03 89.36
931 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.11 91.27 89.46 87.74 90.39 91.30 88.60 89.83 92.35 70.91 88.88 87.84 90.76 88.94 86.72 90.05 90.51 89.98 69.40 89.45 91.42 86.73 91.27 59.93 87.58 92.26
960 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 36.63 40.51 42.26 39.97 40.65 40.89 37.29 39.81 40.65 42.85 41.65 40.35 36.91 40.17 40.10 37.68 37.02 41.33 41.23 40.77 39.83 39.93 40.65 40.69 40.60 40.63
961 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 41.85 39.94 42.59 39.56 40.65 41.89 39.80 40.16 40.90 40.08 41.00 40.80 40.59 39.89 39.66 37.33 39.45 41.15 37.25 37.11 40.44 39.49 38.11 40.77 40.51 40.36
962 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 37.24 42.82 41.98 40.52 40.38 40.27 37.82 39.83 42.21 41.67 36.60 40.67 37.66 39.68 39.97 42.05 39.17 42.66 40.90 40.88 39.87 39.83 39.33 40.77 40.05 39.38
963 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 40.63 40.46 40.54 40.20 40.12 36.71 39.67 39.54 39.97 39.96 41.22 40.91 37.08 37.67 40.01 37.55 37.01 42.05 41.37 36.96 39.94 38.91 40.49 40.87 40.51 40.88
992 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 40.28 40.48 40.35 40.66 40.50 41.45 37.83 39.50 42.05 41.64 40.17 40.77 42.58 39.38 40.65 37.57 40.09 42.22 37.55 40.88 40.69 39.03 40.09 40.05 39.64 42.48
993 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 37.22 40.32 43.11 40.68 40.66 40.96 40.89 39.99 42.07 40.51 41.42 42.03 42.56 43.22 37.97 37.53 37.28 37.41 42.10 38.07 39.37 40.11 36.10 40.52 40.41 40.61
994 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 40.40 40.32 40.66 40.12 40.73 37.26 37.82 40.09 40.23 40.50 37.96 40.07 38.15 43.05 39.80 37.40 40.94 36.01 42.36 40.25 39.61 39.22 38.05 40.79 37.97 41.98
995 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 38.07 42.21 40.63 40.98 40.31 41.12 37.80 39.26 39.18 39.57 39.96 40.80 40.63 41.25 40.31 40.93 40.15 41.52 41.22 40.88 39.52 40.12 37.85 40.77 38.71 37.69
1024 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 40.45 39.95 37.83 40.80 40.34 40.92 41.98 40.03 39.70 39.38 41.08 41.11 37.62 40.10 39.62 42.00 38.80 39.41 49.27 40.12 40.16 40.65 37.97 40.79 40.80 39.96
1025 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 40.67 40.02 40.64 40.79 40.33 40.81 42.59 39.27 42.08 40.56 42.91 40.91 37.65 37.96 39.84 41.92 40.63 40.94 40.81 40.89 40.42 40.73 39.68 40.67 40.65 40.90
1026 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 39.65 40.49 37.88 39.94 40.52 40.28 37.34 40.12 40.36 40.49 39.78 40.68 38.13 39.99 40.04 41.68 40.07 39.96 37.53 40.80 36.98 40.39 39.37 39.98 40.34 40.67
1027 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 38.04 40.51 42.76 40.66 40.34 40.92 41.19 39.52 40.64 40.38 40.08 38.06 38.24 38.64 40.95 36.29 41.39 40.53 40.09 42.24 38.97 37.95 39.88 40.77 40.63 40.26
1056 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 38.11 40.77 40.49 40.43 40.56 38.39 37.79 42.56 39.59 39.65 37.27 40.62 41.23 39.85 39.41 43.09 40.66 37.71 37.96 40.08 39.84 39.91 38.24 40.38 40.54 40.81
1057 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 40.56 43.11 40.53 40.33 40.23 37.20 38.08 40.12 40.81 40.72 41.15 43.88 42.22 39.99 39.53 37.17 38.38 41.90 37.38 37.98 40.63 37.93 40.04 40.09 40.41 40.65
1058 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 37.81 39.49 40.00 40.51 40.44 36.94 37.16 41.62 42.82 41.41 41.10 37.70 37.25 39.50 39.98 37.20 37.69 40.96 43.34 40.84 39.98 39.24 40.10 40.52 40.23 43.09
1059 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 42.20 41.90 40.71 39.78 40.55 40.67 37.44 40.82 37.10 40.67 37.68 40.81 43.05 37.41 40.06 40.37 40.68 37.43 40.64 40.87 37.73 39.65 45.82 40.73 40.04 39.99
1088 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 38.09 40.51 40.35 40.80 40.30 40.92 37.13 42.18 40.04 41.01 40.92 40.91 37.47 41.11 40.08 37.81 39.77 41.28 40.91 37.74 40.41 39.63 40.52 40.77 40.81 40.84
1089 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 38.11 39.58 40.49 42.40 40.43 37.83 37.59 39.52 39.43 41.78 37.52 40.78 37.11 41.58 42.15 40.87 40.71 41.68 37.55 41.06 40.00 40.76 37.83 39.40 42.17 40.61
1090 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 42.17 40.69 40.96 40.28 40.75 37.73 37.08 42.07 41.61 42.18 40.34 40.81 37.84 42.48 40.79 48.46 39.96 42.54 37.56 40.22 39.31 38.68 37.99 40.65 41.71 40.53
1091 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 40.65 42.92 40.48 40.66 41.87 37.84 37.84 39.85 40.32 39.43 40.96 39.68 37.47 42.44 40.68 38.26 39.99 42.54 37.98 42.56 41.20 39.85 40.37 40.92 38.09 40.75
1120 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 37.79 40.44 40.79 40.69 40.39 40.92 42.07 39.78 42.07 40.69 40.89 40.81 36.65 36.82 40.62 37.34 36.75 41.19 40.64 40.74 39.29 39.68 36.92 40.64 39.95 40.75
1121 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 40.53 39.86 40.62 40.30 40.38 41.15 37.69 40.10 41.53 39.46 40.91 40.65 37.84 39.84 39.87 42.15 37.27 39.67 40.98 40.88 39.99 39.06 40.47 40.79 39.93 40.11
1122 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 40.33 40.80 40.63 39.54 40.66 41.07 39.78 37.19 40.26 39.99 41.11 40.78 37.59 41.68 39.86 37.74 39.95 41.03 38.09 41.12 39.17 39.96 40.87 40.66 40.83 40.56
1123 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 42.02 40.41 40.19 40.00 40.77 36.85 42.47 40.01 41.40 40.69 38.10 39.96 39.48 39.52 40.15 42.49 40.00 41.87 37.84 41.07 39.42 41.68 40.11 39.86 40.92 40.64


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
899 86.27 87.05 88.12 88.09 85.34 90.20 88.23 85.85 74.61 88.25 87.33 88.37 88.30 88.56 88.88 90.04 87.72 87.92 88.23 90.22 88.11 86.61 87.58 86.93 87.11 87.86 87.376154
577 86.54 75.03 86.81 85.65 87.73 88.83 87.24 87.38 89.03 86.43 88.57 88.10 87.86 86.99 87.34 88.29 88.18 87.36 89.26 88.10 88.54 86.54 85.61 85.24 87.42 87.27 86.974615
864 87.33 87.92 87.48 88.43 87.50 89.22 87.30 86.16 87.92 86.47 88.84 88.02 88.98 87.48 86.14 86.19 85.80 75.07 87.39 88.22 87.57 86.89 87.99 85.79 86.00 85.66 86.836923
896 72.46 87.37 86.92 87.76 88.32 87.73 88.09 88.98 87.56 87.44 89.29 87.43 88.50 87.65 88.69 87.66 88.39 88.39 86.88 86.52 83.70 84.38 87.65 85.65 87.27 85.25 86.766538
865 86.31 87.78 88.65 86.71 87.78 87.54 87.06 88.74 87.71 86.94 87.49 89.14 88.03 88.88 87.91 89.02 87.96 81.03 88.39 89.55 71.34 86.70 85.85 85.19 85.80 86.35 86.686538
867 85.37 88.78 87.45 86.77 88.05 87.48 87.41 87.30 86.99 87.73 87.13 89.13 78.52 87.66 86.70 87.82 87.38 89.01 89.25 88.74 85.84 85.77 87.87 85.71 72.20 87.16 86.508462
611 87.69 88.01 86.91 86.38 86.31 87.83 88.04 85.76 87.76 86.91 87.42 87.91 86.77 72.97 87.49 88.02 86.76 87.17 87.48 88.12 83.65 85.92 86.91 87.01 84.89 87.52 86.446538
608 82.87 86.87 86.24 86.77 86.74 88.24 87.05 87.35 88.39 87.22 88.84 87.32 88.08 87.28 87.17 86.52 87.64 89.64 88.30 74.38 85.51 83.83 86.08 85.28 87.25 86.59 86.440385
579 73.86 89.75 88.78 87.24 87.64 87.42 88.97 88.29 86.46 87.01 72.86 88.68 87.44 86.26 86.93 88.84 86.95 88.09 74.89 88.57 87.30 87.28 86.48 84.46 86.41 87.71 85.945000
576 87.10 88.35 86.54 89.29 87.93 74.05 87.27 87.61 87.70 87.70 88.39 86.99 88.70 86.11 88.64 88.24 72.94 74.33 88.70 87.39 85.53 86.49 86.41 86.29 86.94 87.85 85.903077

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.31 87.78 88.65 86.71 87.78 87.54 87.06 88.74 87.71 86.94 87.49 89.14 88.03 88.88 87.91 89.02 87.96 81.03 88.39 89.55 71.34 86.70 85.85 85.19 85.80 86.35
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 85.37 88.78 87.45 86.77 88.05 87.48 87.41 87.30 86.99 87.73 87.13 89.13 78.52 87.66 86.70 87.82 87.38 89.01 89.25 88.74 85.84 85.77 87.87 85.71 72.20 87.16
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.10 88.35 86.54 89.29 87.93 74.05 87.27 87.61 87.70 87.70 88.39 86.99 88.70 86.11 88.64 88.24 72.94 74.33 88.70 87.39 85.53 86.49 86.41 86.29 86.94 87.85
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.54 75.03 86.81 85.65 87.73 88.83 87.24 87.38 89.03 86.43 88.57 88.10 87.86 86.99 87.34 88.29 88.18 87.36 89.26 88.10 88.54 86.54 85.61 85.24 87.42 87.27
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 73.86 89.75 88.78 87.24 87.64 87.42 88.97 88.29 86.46 87.01 72.86 88.68 87.44 86.26 86.93 88.84 86.95 88.09 74.89 88.57 87.30 87.28 86.48 84.46 86.41 87.71
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 72.46 87.37 86.92 87.76 88.32 87.73 88.09 88.98 87.56 87.44 89.29 87.43 88.50 87.65 88.69 87.66 88.39 88.39 86.88 86.52 83.70 84.38 87.65 85.65 87.27 85.25
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.27 87.05 88.12 88.09 85.34 90.20 88.23 85.85 74.61 88.25 87.33 88.37 88.30 88.56 88.88 90.04 87.72 87.92 88.23 90.22 88.11 86.61 87.58 86.93 87.11 87.86
Size of the All data:  (144, 29)
Size of the Sig data:  (7, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
3 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.70 90.98 91.16 88.42 89.63 88.00 91.33 90.40 87.13 90.36 90.65 87.97 91.39 91.13 87.08 92.02 89.64 81.39 88.59 89.81 69.47 88.77 89.86 87.43 90.69 88.54
4 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.41 91.06 91.98 89.67 92.66 89.10 91.53 90.35 89.95 89.61 88.97 88.35 74.82 91.07 88.05 91.96 89.61 91.01 89.82 89.17 90.09 88.63 91.27 89.20 69.91 89.91
6 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.21 90.68 90.02 89.45 90.15 68.00 89.61 90.66 90.63 90.20 89.80 88.55 88.32 90.29 91.91 91.13 69.44 69.20 90.33 88.96 89.55 90.53 91.96 88.71 89.54 88.28
1 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.67 72.43 90.46 89.71 90.50 89.08 88.91 89.84 90.27 88.20 88.85 90.04 90.65 89.76 88.19 92.26 92.57 91.55 88.97 87.08 90.30 88.51 89.53 89.17 88.26 88.19
5 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 69.13 91.98 92.49 89.76 89.92 89.48 91.14 90.48 89.03 89.58 70.07 86.94 89.26 87.07 87.59 91.07 86.39 89.00 69.35 90.41 91.32 89.43 89.43 89.52 89.94 90.66
2 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.12 90.71 91.80 90.82 92.18 90.11 90.84 90.83 92.23 89.90 89.63 88.64 91.51 90.38 90.67 91.53 90.10 90.71 88.49 90.16 90.30 90.91 90.25 90.18 91.83 88.60
0 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.59 89.19 92.90 90.31 86.32 89.46 91.91 88.98 69.79 90.50 89.50 91.09 88.68 90.59 89.75 91.78 90.32 90.98 90.71 88.41 92.72 88.38 91.19 90.52 90.96 91.84
Size of the test data:  (7, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_16 88.558571 0.817851
mAP_valid_abs_values_20 88.441429 1.252457
mAP_valid_abs_values_12 88.262857 0.821294
mAP_valid_abs_values_15 87.870000 0.896326
mAP_valid_abs_values_7 87.752857 0.697202
mAP_valid_abs_values_8 87.735714 1.060831
mAP_valid_abs_values_3 87.610000 0.912615
mAP_valid_abs_values_5 87.541429 0.997019
mAP_valid_abs_values_14 87.444286 1.063342
mAP_valid_abs_values_4 87.358571 1.163822
mAP_valid_abs_values_10 87.357143 0.607556
mAP_valid_abs_values_26 87.064286 0.959233
mAP_valid_abs_values_23 86.778571 0.917032
mAP_valid_abs_values_13 86.764286 3.659362
mAP_valid_abs_values_19 86.514286 5.188451
mAP_valid_abs_values_2 86.301429 5.052493
mAP_valid_abs_values_22 86.252857 0.936478
mAP_valid_abs_values_6 86.178571 5.443643
mAP_valid_abs_values_11 85.865714 5.787060
mAP_valid_abs_values_9 85.722857 4.963445
mAP_valid_abs_values_17 85.645714 5.623705
mAP_valid_abs_values_24 85.638571 0.800675
mAP_valid_abs_values_18 85.161429 5.487010
mAP_valid_abs_values_25 84.735714 5.555840
mAP_valid_abs_values_21 84.337143 5.967832
mAP_valid_abs_values 82.558571 6.453354


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_16 91.678571 0.454145
mAP_test_abs_values_3 91.544286 1.051536
mAP_test_abs_values_7 90.752857 1.090546
mAP_test_abs_values_23 90.498571 0.979667
mAP_test_abs_values_8 90.220000 0.627774
mAP_test_abs_values_5 90.194286 2.062441
mAP_test_abs_values_14 90.041429 1.392174
mAP_test_abs_values_10 89.764286 0.775583
mAP_test_abs_values_4 89.734286 0.744286
mAP_test_abs_values_26 89.431429 1.407864
mAP_test_abs_values_22 89.308571 1.026457
mAP_test_abs_values_24 89.247143 1.013537
mAP_test_abs_values_20 89.142857 1.148328
mAP_test_abs_values_15 89.034286 1.781590
mAP_test_abs_values_12 88.797143 1.367525
average_map 88.626374 0.909830
mAP_test_abs_values_2 88.147143 6.979737
mAP_test_abs_values_13 87.804286 5.865597
mAP_test_abs_values_21 87.678571 8.096183
mAP_test_abs_values_25 87.304286 7.753810
mAP_test_abs_values_9 87.004286 7.748623
mAP_test_abs_values_17 86.867143 7.895580
mAP_test_abs_values_11 86.781429 7.392826
mAP_test_abs_values_19 86.608571 7.658160
mAP_test_abs_values_18 86.262857 8.315603
mAP_test_abs_values_6 86.175714 8.040049
mAP_test_abs_values 84.261429 10.345467

Summary:

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_16 =  res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]

res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]


result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')


result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]

html_table = result_merged_mwu_16.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 16 88.558571 91.678571
1 20 88.441429 89.142857
2 12 88.262857 88.797143
3 15 87.870000 89.034286
4 7 87.752857 90.752857
5 8 87.735714 90.220000
6 3 87.610000 91.544286
7 5 87.541429 90.194286
8 14 87.444286 90.041429
9 4 87.358571 89.734286
10 10 87.357143 89.764286
11 26 87.064286 89.431429
12 23 86.778571 90.498571
13 13 86.764286 87.804286
14 19 86.514286 86.608571
15 2 86.301429 88.147143
16 22 86.252857 89.308571
17 6 86.178571 86.175714
18 11 85.865714 86.781429
19 9 85.722857 87.004286
20 17 85.645714 86.867143
21 24 85.638571 89.247143
22 18 85.161429 86.262857
23 25 84.735714 87.304286
24 21 84.337143 87.678571
25 1 82.558571 84.261429
Code
#%%



dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 40

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
12 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 84.13 83.33 84.60 80.80 86.10 86.20 85.98 87.19 84.86 84.48 85.76 85.56 87.64 87.56 82.87 86.19 84.83 87.23 88.49 86.23 83.22 81.56 82.19 82.80 84.53 83.14
13 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.62 87.47 86.43 86.43 85.33 88.72 87.32 84.13 85.54 85.50 87.88 88.01 86.62 87.04 86.77 88.40 85.55 86.42 84.87 89.23 84.00 83.64 84.55 84.90 84.74 85.92
14 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 83.69 86.62 86.20 87.04 87.18 85.35 85.57 84.83 86.94 84.88 86.22 86.09 87.40 87.22 84.00 86.56 85.53 85.60 85.13 86.87 83.22 83.96 84.83 85.32 84.49 83.22
15 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 87.04 88.50 86.02 85.93 87.35 86.85 86.63 87.91 86.28 85.41 87.77 88.09 86.94 86.10 83.47 85.74 86.22 87.51 87.44 89.06 84.30 84.11 83.43 82.44 82.41 86.47
44 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 83.08 85.43 83.49 85.88 82.59 85.35 86.64 86.31 84.10 86.97 86.78 87.28 83.78 87.38 84.08 86.78 81.75 82.77 86.24 85.17 84.72 86.98 24.01 85.95 86.29 83.26
45 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 85.13 86.65 83.33 86.22 85.94 86.33 85.03 87.27 86.97 85.08 88.31 87.60 86.01 87.18 86.97 86.87 86.73 86.58 86.91 88.54 84.00 81.99 86.90 80.06 84.42 87.11
46 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.91 85.80 85.00 86.66 87.97 86.88 86.90 87.05 86.90 87.67 87.52 88.10 85.72 86.14 86.75 88.58 88.51 87.03 88.70 86.54 82.42 83.62 85.66 83.25 86.83 85.90
47 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 85.19 85.69 84.73 87.57 85.96 87.87 85.90 83.87 86.66 87.33 86.80 89.17 88.14 86.51 87.13 87.58 87.61 83.66 86.01 86.81 83.79 84.24 84.29 83.94 83.57 87.30
76 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.09 80.67 87.53 88.48 85.88 86.42 85.90 86.94 88.14 87.59 83.70 86.33 86.04 83.88 83.93 85.65 84.57 87.70 85.74 87.42 82.93 85.26 84.43 83.32 82.61 84.13
77 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.14 86.69 83.60 86.54 85.03 87.30 87.12 86.85 87.82 85.04 87.14 87.73 86.62 87.21 88.02 87.93 88.26 87.74 87.92 87.08 83.73 83.51 84.75 77.59 84.11 85.16
78 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 85.58 87.65 87.29 86.15 86.99 85.96 86.90 89.97 86.44 88.30 87.46 88.31 85.80 87.44 87.57 88.13 88.03 87.26 88.52 87.98 84.14 82.10 82.32 83.71 83.83 83.28
79 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.31 87.72 84.12 86.61 86.02 86.04 84.70 88.33 88.12 87.34 89.24 86.93 87.16 87.18 87.00 87.47 86.09 86.55 84.66 87.09 84.02 83.86 85.08 82.47 84.07 86.59
108 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 83.94 86.25 83.91 82.65 86.36 87.97 85.87 86.25 84.18 84.82 85.21 87.25 87.49 88.62 85.94 84.90 87.39 85.89 86.10 86.01 84.86 84.37 85.97 85.00 83.88 87.09
109 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 86.56 86.73 86.91 86.62 85.21 86.22 86.38 86.24 85.18 87.45 86.42 86.44 87.10 87.45 86.69 87.64 86.81 87.48 87.70 87.29 83.04 83.53 83.52 83.73 84.45 84.73
110 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 85.76 85.86 84.70 87.16 85.31 85.75 86.21 85.57 86.65 84.35 86.87 87.61 85.83 83.92 84.56 86.85 85.77 85.15 87.34 88.51 84.42 84.66 83.92 83.96 83.07 81.88
111 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 84.33 87.19 85.18 88.07 85.69 87.19 86.78 87.15 86.33 86.01 86.77 87.63 88.22 87.35 85.15 87.49 87.47 84.04 84.87 89.57 82.49 84.30 86.57 86.56 85.84 85.59
140 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 85.93 87.28 87.10 84.44 85.99 85.49 86.86 86.08 88.22 88.75 85.73 86.15 86.88 85.38 87.44 87.28 86.17 86.48 86.85 86.31 82.72 83.38 85.87 87.73 83.69 84.75
141 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.88 85.96 86.52 87.37 88.21 86.40 86.53 86.13 85.42 85.17 87.77 87.44 88.08 87.49 88.52 86.49 84.23 86.91 87.40 86.00 83.65 84.38 87.02 84.34 85.46 86.97
142 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.34 87.77 86.32 87.55 86.15 88.90 85.89 86.85 87.76 86.11 87.43 86.78 88.15 85.54 86.93 87.60 86.98 85.39 88.95 88.07 82.85 83.20 83.98 83.96 84.16 84.24
143 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 83.42 87.02 85.96 85.12 86.77 87.18 84.93 88.53 87.49 86.76 88.40 88.23 87.38 86.92 87.13 88.03 84.01 84.82 87.14 88.48 86.25 81.90 85.37 81.38 84.44 84.65
172 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 84.36 81.87 85.24 86.29 87.88 86.06 84.92 82.70 88.02 85.89 85.35 87.55 84.69 87.34 86.46 87.04 83.46 86.97 84.25 87.48 84.64 81.07 82.87 73.02 85.11 82.42
173 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.25 84.86 85.18 85.15 86.10 86.61 85.93 86.64 86.67 88.28 88.29 87.70 84.19 87.95 88.26 88.15 86.08 86.86 87.70 86.48 85.43 83.96 85.96 84.63 82.96 86.17
174 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 84.66 88.44 86.68 85.10 84.12 85.54 87.38 86.61 88.12 86.09 86.67 87.83 86.51 89.38 86.25 88.01 86.66 86.10 88.26 85.71 84.32 83.26 84.72 84.81 85.45 82.00
175 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.69 85.21 87.16 86.99 87.92 86.98 84.81 84.53 85.26 85.45 85.72 86.78 88.18 86.82 84.97 86.42 87.80 86.06 88.17 87.42 83.23 84.85 84.95 83.17 82.52 84.38
204 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 83.86 85.99 85.44 24.01 86.55 85.86 82.93 85.11 85.58 85.95 86.46 86.68 87.15 86.15 81.76 85.94 85.91 85.17 86.47 88.05 83.26 82.86 83.96 84.87 83.05 79.65
205 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.66 86.03 84.96 87.42 87.15 86.10 85.87 84.50 85.44 86.98 88.62 87.10 86.30 87.74 85.00 85.74 84.99 86.75 86.24 86.23 86.55 83.63 86.66 85.53 84.48 86.99
206 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 85.81 85.33 83.65 87.71 85.52 87.68 85.69 84.67 85.33 85.85 87.58 86.68 87.43 86.30 87.32 86.84 86.08 86.47 87.22 86.93 83.61 83.49 86.64 84.68 84.03 84.27
207 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 84.67 86.49 24.01 86.85 85.35 87.59 85.23 86.31 87.13 85.35 86.42 87.36 86.50 86.61 85.26 86.91 87.33 88.13 86.25 87.01 86.68 84.58 86.39 82.95 83.76 83.74
236 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 86.05 83.32 85.19 85.29 86.23 87.29 85.71 88.15 85.48 86.99 87.01 87.54 86.41 84.37 87.17 85.78 87.20 86.05 84.87 87.40 84.94 83.60 83.99 84.69 85.28 86.82
237 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 84.72 87.04 86.06 85.85 88.94 88.19 86.72 87.14 85.01 87.56 86.42 87.00 86.02 87.06 87.96 87.60 85.75 86.09 87.57 88.56 83.56 84.40 82.43 86.57 85.93 84.53
238 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 85.39 86.35 86.28 87.13 84.98 86.59 85.82 87.97 86.42 84.64 86.63 85.79 86.65 86.27 88.25 87.83 87.14 86.50 87.24 85.90 83.28 82.00 87.26 84.53 83.75 85.25
239 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 84.41 86.04 85.04 85.90 84.38 86.96 88.73 85.95 86.05 86.48 88.11 86.67 88.71 87.46 89.18 84.64 87.26 87.06 88.00 86.64 84.91 84.41 85.33 82.50 86.65 82.45
268 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 85.12 86.35 84.71 86.12 85.75 88.38 86.82 87.25 84.89 86.88 86.49 87.50 85.67 85.89 85.83 87.70 84.55 85.99 86.66 86.35 82.53 83.35 86.10 84.86 83.16 85.81
269 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 84.63 86.35 85.55 82.82 85.11 88.48 86.30 85.82 86.26 87.94 88.78 87.89 86.46 85.09 87.23 87.15 85.26 86.87 87.23 86.64 83.95 84.78 84.78 84.64 84.14 83.23
270 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 85.32 86.09 86.10 87.02 84.20 86.55 84.93 87.51 86.28 86.94 86.93 86.42 85.66 85.81 84.58 87.51 85.20 84.90 87.90 87.30 82.12 84.80 82.89 83.99 84.88 85.30
271 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 84.80 87.03 85.43 86.03 86.51 87.37 85.44 85.56 86.70 86.33 89.14 87.10 87.54 86.85 86.01 86.19 86.51 85.73 85.96 87.08 84.57 84.30 85.95 86.79 83.38 85.43
300 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 83.69 84.49 85.92 84.99 24.01 86.13 85.17 83.78 84.12 86.60 87.90 85.91 85.10 83.96 84.75 86.46 87.26 83.96 84.16 86.86 82.25 83.68 84.06 83.53 82.42 84.75
301 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.87 86.54 84.16 88.28 86.12 87.29 84.62 85.75 87.77 86.24 88.43 85.66 86.50 87.98 86.09 86.54 84.86 86.21 86.91 86.57 87.55 84.93 82.54 85.62 84.12 84.76
302 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 85.68 87.87 85.99 87.98 86.27 86.62 86.99 86.46 87.41 86.92 86.28 87.27 86.80 87.87 85.72 85.75 86.97 86.23 84.92 87.46 82.78 84.16 86.57 84.87 86.40 85.10
303 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 85.26 85.90 85.90 87.23 86.81 87.45 87.26 86.13 87.34 86.37 88.27 87.69 87.34 86.57 84.79 87.35 86.57 87.19 87.11 87.61 83.86 83.20 83.91 87.16 84.83 83.05
332 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.36 80.21 84.03 86.02 85.20 86.40 85.55 88.33 87.91 88.09 86.43 88.66 86.97 87.66 83.00 85.41 86.69 85.16 85.79 86.65 82.84 81.74 85.33 81.99 82.29 86.85
333 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 79.39 84.55 86.75 85.86 86.76 87.29 86.94 87.95 84.72 89.44 87.96 88.01 87.01 86.99 85.90 88.08 87.26 86.19 86.00 87.43 84.41 84.08 85.28 83.95 84.67 86.43
334 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.88 86.09 86.43 85.55 87.94 87.19 86.05 87.75 87.05 88.86 89.42 88.48 86.67 86.22 87.17 87.90 87.24 86.54 88.38 86.70 84.44 84.20 85.04 87.49 84.03 84.61
335 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 85.54 86.30 85.84 86.25 86.43 87.20 88.05 89.40 84.63 85.12 86.66 88.06 86.38 87.38 86.31 87.84 87.19 87.55 87.52 86.06 83.85 84.98 84.96 86.21 85.04 84.41
364 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.87 87.80 87.81 82.73 86.55 87.21 84.78 82.79 85.45 85.63 85.67 87.40 85.41 84.69 86.96 85.14 87.05 85.91 86.62 84.88 78.00 82.75 80.91 84.60 84.46 85.15
365 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.42 88.13 86.15 83.30 85.93 87.43 84.87 86.38 86.18 85.60 87.12 87.03 87.60 85.38 84.49 88.33 84.98 83.99 88.82 89.17 82.56 85.86 86.49 84.19 82.68 85.09
366 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 84.94 86.19 85.17 86.96 86.72 86.94 87.06 84.57 86.91 86.54 86.45 88.38 87.41 87.51 86.51 86.64 85.48 85.88 86.85 86.68 85.17 85.97 82.86 85.38 85.29 83.74
367 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 83.76 88.32 86.35 85.88 87.14 86.04 87.56 85.12 86.81 89.09 88.52 86.68 86.66 85.22 87.05 87.86 88.52 86.99 85.79 87.42 85.02 86.26 85.81 85.07 85.94 83.87
396 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.06 86.69 86.01 84.33 84.90 86.41 85.55 85.44 86.78 85.96 85.48 86.45 86.82 87.13 86.02 88.66 85.96 84.49 85.68 87.12 83.92 84.07 85.90 83.96 84.55 83.94
397 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 84.62 88.45 86.13 87.17 85.94 86.97 86.46 85.86 88.18 86.11 86.83 89.38 85.50 87.59 86.47 87.98 89.10 87.19 87.82 88.80 85.01 85.17 83.81 83.63 83.29 84.66
398 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.64 87.88 87.53 86.81 85.19 86.99 87.52 87.70 86.08 86.46 87.53 86.28 87.22 88.56 88.25 88.57 86.65 87.96 86.82 88.92 82.55 85.90 84.21 85.56 85.07 83.05
399 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.37 86.19 87.15 86.37 85.90 86.08 85.89 85.69 86.13 86.57 86.95 87.63 86.01 86.14 87.01 86.73 81.83 85.87 86.30 85.75 83.68 83.96 85.85 82.33 84.07 84.93
428 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 81.13 82.42 84.66 84.48 87.75 87.53 84.58 86.26 86.05 85.09 87.17 87.47 85.20 87.18 87.95 79.54 86.66 86.99 85.45 86.13 83.86 81.80 82.81 84.63 83.82 83.01
429 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 85.11 87.33 86.39 87.93 86.29 87.13 85.80 85.04 86.80 88.40 85.17 86.90 87.63 87.56 85.96 87.07 85.94 87.75 87.06 86.02 84.44 83.50 83.81 86.77 82.95 85.44
430 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.16 86.98 83.68 86.59 85.55 87.27 87.51 84.75 86.59 86.84 86.39 86.35 86.66 85.53 83.23 86.08 86.36 88.26 85.31 85.32 84.13 84.04 85.42 83.21 84.50 84.17
431 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 83.93 84.98 87.95 87.04 86.44 86.31 88.34 84.81 87.61 86.21 88.56 87.28 87.78 86.34 86.77 87.11 88.29 87.10 86.89 86.51 84.58 83.22 82.19 84.40 85.23 84.34
460 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 78.38 85.73 84.39 85.04 86.79 85.35 86.33 84.03 87.34 87.44 86.29 88.80 83.38 86.91 87.65 88.37 83.84 83.65 86.07 88.49 81.22 84.05 80.03 83.22 81.77 84.77
461 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.89 87.01 87.11 86.80 88.39 88.18 86.43 86.66 86.39 86.59 87.65 87.18 87.46 87.86 87.68 88.47 85.52 86.44 86.55 85.98 85.19 81.44 85.86 82.68 82.67 85.87
462 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 86.40 86.37 85.25 86.16 86.11 86.38 87.35 87.89 85.91 86.48 88.76 87.67 88.16 85.02 86.41 86.27 87.82 87.97 88.41 87.90 83.85 84.60 84.27 86.79 84.18 85.15
463 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 84.82 86.53 85.68 85.86 85.37 86.18 86.82 85.95 87.07 85.68 88.42 86.02 88.60 87.76 86.43 87.86 87.81 87.53 87.04 87.74 81.82 84.20 84.46 84.96 84.72 86.76
492 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 83.32 85.05 84.45 85.79 84.54 87.44 86.92 86.40 83.42 87.70 86.80 86.67 86.94 85.76 81.94 86.71 84.59 85.92 88.16 87.56 83.08 83.76 85.68 83.32 82.66 84.05
493 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 85.48 86.79 86.71 85.40 83.80 89.51 86.78 86.17 86.46 86.96 85.98 87.18 88.76 86.28 86.83 87.08 85.87 84.71 86.31 87.99 87.11 84.41 85.24 85.16 84.70 83.55
494 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 84.74 84.68 85.40 86.34 85.48 87.87 85.52 86.84 87.14 86.12 87.84 87.11 86.49 85.13 87.77 87.82 86.30 86.83 87.33 86.13 82.76 82.51 84.18 83.58 85.24 87.61
495 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 82.64 85.41 85.28 85.72 87.24 87.01 87.23 85.97 87.24 87.73 86.23 87.14 85.70 86.10 86.55 89.50 86.47 86.71 87.17 86.78 83.39 84.99 84.39 82.89 83.87 84.53
524 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.28 84.39 84.73 88.03 84.71 87.78 86.29 86.98 86.31 85.54 85.81 88.16 85.63 87.01 83.76 83.63 85.55 85.67 87.40 87.52 84.38 82.90 86.99 82.81 84.74 84.53
525 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 85.17 86.54 84.22 88.61 84.61 85.74 86.93 86.56 84.32 86.35 86.09 87.14 86.91 86.01 85.92 86.91 86.36 86.57 85.98 88.35 84.55 85.92 83.40 82.86 84.75 83.99
526 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.91 84.57 85.55 86.47 85.51 87.69 84.28 84.01 87.44 86.70 88.06 87.58 86.64 86.44 86.39 88.09 87.51 84.85 86.74 87.76 84.45 84.52 84.52 85.93 83.31 86.17
527 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 85.99 85.29 86.59 85.57 86.34 87.52 87.05 87.98 87.06 85.48 88.51 87.21 87.40 87.83 84.35 87.72 85.82 87.06 86.43 87.12 83.20 83.98 85.01 82.17 85.82 85.03
556 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 82.07 70.56 84.10 86.44 84.60 84.73 87.03 87.63 85.84 84.96 85.76 87.46 84.43 85.77 85.47 87.21 85.69 86.91 87.54 86.09 83.44 84.90 85.18 82.90 83.98 84.22
557 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 85.79 87.22 84.40 86.63 84.19 88.61 84.98 87.78 86.61 86.46 88.01 88.11 86.72 87.43 86.19 85.74 85.42 85.91 86.90 88.01 84.71 84.41 83.44 87.37 84.80 83.45
558 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 87.07 86.02 86.73 85.09 85.96 85.76 85.95 86.51 86.26 87.04 88.06 87.82 86.27 88.88 84.84 85.60 87.81 86.66 87.30 85.74 84.07 84.85 84.65 84.71 82.62 84.61
559 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.30 85.01 84.61 84.91 87.22 86.73 87.20 85.95 85.26 86.70 86.38 84.78 86.32 87.11 86.75 86.58 86.93 87.74 88.44 87.63 84.65 83.45 83.86 83.28 85.96 83.76
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.50 88.70 88.17 89.66 87.06 88.76 89.22 87.87 89.61 87.77 89.08 89.06 88.26 88.40 89.82 88.79 88.51 89.50 89.03 89.12 86.91 85.19 85.42 86.99 88.13 86.69
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.39 88.58 88.95 88.19 87.39 88.22 87.21 87.99 87.49 88.68 89.41 89.60 88.73 86.37 88.03 88.83 87.71 87.47 89.73 89.33 87.19 85.78 89.52 87.70 87.12 89.26
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.97 88.50 86.65 89.23 87.87 87.57 88.69 87.74 87.57 87.55 89.17 87.19 88.07 87.67 88.06 87.86 88.08 88.46 90.31 88.94 85.21 87.90 89.71 85.99 86.16 88.29
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.76 88.73 87.46 87.74 88.89 88.41 87.65 88.22 88.64 89.63 88.23 88.68 88.71 87.57 89.01 86.79 88.43 87.55 89.63 89.14 87.78 87.53 90.16 88.13 89.14 89.76
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.85 88.57 88.92 89.37 87.91 89.72 89.64 87.97 87.96 88.04 88.13 90.23 89.13 86.42 88.50 87.69 89.08 87.95 89.15 88.86 85.84 86.70 88.52 85.43 88.57 87.95
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.28 88.94 87.69 85.82 88.84 89.02 87.97 88.81 88.24 88.33 89.51 89.20 88.15 87.62 89.81 88.52 86.59 88.67 89.26 89.26 86.72 87.38 86.99 85.05 86.33 86.61
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.03 88.98 87.56 89.22 87.22 90.21 87.86 88.31 87.97 87.30 89.83 89.41 87.99 87.30 88.45 88.90 87.54 88.25 89.99 89.71 86.27 86.22 88.94 89.81 88.71 86.53
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.37 89.79 89.81 88.14 88.46 88.22 89.20 88.71 87.79 86.67 89.31 88.93 88.94 87.66 88.17 88.98 87.85 88.72 89.76 89.42 84.55 86.59 87.59 83.93 87.22 86.14
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.43 89.85 88.33 87.74 86.91 88.64 87.73 88.00 87.66 87.60 89.22 88.96 90.47 86.56 87.56 89.83 88.52 88.14 89.22 88.64 86.97 89.71 85.27 89.40 87.13 83.24
653 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.79 87.94 88.91 88.48 88.02 87.73 88.61 89.49 88.25 87.58 89.17 88.74 87.65 88.07 90.40 88.32 88.54 88.52 89.18 88.03 85.69 87.48 90.41 86.11 88.54 86.21
654 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.41 88.14 87.68 86.05 87.53 88.79 88.99 88.42 89.24 87.39 89.01 88.91 88.15 88.45 88.31 88.03 87.80 89.05 89.23 87.11 86.77 84.47 86.93 86.00 87.02 87.06
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.37 87.78 88.81 87.50 88.33 89.71 87.95 88.85 87.54 87.60 89.46 89.93 87.82 88.66 90.22 88.71 89.08 88.53 90.97 89.99 86.13 88.38 88.98 86.74 87.84 87.28
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.33 89.64 87.21 88.16 87.85 89.22 88.69 88.29 88.14 87.85 88.37 88.08 89.44 87.34 88.73 88.67 88.07 86.79 89.50 89.06 86.49 86.65 88.66 86.16 87.81 89.51
685 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.34 86.99 87.02 88.70 87.50 89.83 88.14 88.29 86.68 85.92 89.73 88.40 88.94 89.08 87.22 88.60 88.66 87.64 88.89 89.59 84.59 86.90 86.81 86.49 86.52 85.89
686 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.40 86.02 86.98 87.18 87.90 89.10 86.12 87.14 87.18 86.90 88.78 88.75 88.39 87.35 85.80 86.22 87.40 87.81 87.33 89.08 87.88 85.21 87.37 86.48 89.05 85.60
687 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 85.62 87.64 86.94 87.51 87.17 88.35 88.15 88.55 87.97 87.15 89.78 88.36 87.01 87.56 87.82 87.22 87.46 89.56 88.80 89.09 88.25 84.51 87.70 86.96 86.84 86.63
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.04 89.31 87.35 88.00 87.33 89.23 88.07 89.00 88.33 88.30 88.47 89.37 88.90 88.92 88.35 88.47 90.04 87.22 89.56 88.73 86.10 86.58 88.10 85.15 87.91 88.62
717 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.84 88.41 87.05 88.02 85.39 89.18 88.11 87.42 88.28 87.15 88.24 87.71 89.99 87.42 88.58 88.48 88.81 87.39 88.27 89.04 86.52 87.97 87.57 85.65 87.00 86.69
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.24 87.48 86.53 87.91 87.95 89.65 87.07 87.68 88.19 87.72 88.65 88.54 88.97 87.55 88.40 88.90 89.73 87.95 88.37 87.89 85.51 86.25 89.05 87.65 88.41 89.40
719 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.72 87.35 89.47 87.93 88.03 87.04 88.16 88.79 87.65 88.72 88.97 88.47 87.89 87.46 88.42 87.95 87.28 88.24 88.62 87.60 86.59 86.33 87.35 88.53 84.49 86.69
748 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 86.92 89.89 85.67 86.43 86.25 88.01 86.65 86.25 87.70 87.05 88.60 88.60 87.98 88.43 87.33 87.31 86.07 86.92 88.85 88.99 84.82 85.78 86.33 86.42 86.54 85.94
749 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.59 87.53 87.93 87.01 88.95 88.70 87.63 87.21 88.58 86.73 88.70 89.08 87.38 89.55 87.85 88.87 89.71 88.61 88.94 88.49 86.68 86.13 86.32 84.78 87.31 83.46
750 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.26 88.42 87.67 88.63 87.22 89.17 87.28 88.73 87.79 86.81 87.83 86.74 87.67 86.91 87.15 87.48 88.47 87.48 88.57 87.74 85.09 84.47 89.57 86.70 84.95 87.17
751 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 86.69 85.77 88.63 86.34 88.91 89.20 89.07 87.81 87.68 87.38 89.02 87.06 88.54 87.72 89.20 89.44 85.40 87.26 89.50 87.37 87.24 87.11 86.81 85.26 85.53 85.10
780 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 85.53 89.17 87.13 89.16 88.65 86.90 86.86 87.08 87.37 86.97 88.77 87.69 87.90 87.57 87.20 87.60 88.96 87.52 88.65 88.78 86.72 84.76 87.01 87.37 86.27 85.15
781 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 86.77 87.00 86.74 86.54 85.59 88.05 86.95 87.24 86.88 86.63 86.72 87.66 87.88 88.28 86.44 88.12 88.90 88.30 87.14 86.73 87.83 84.42 86.98 86.31 86.40 86.24
782 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 86.05 88.29 87.43 86.92 85.55 87.73 87.81 87.31 87.11 87.16 87.22 87.91 88.41 88.22 86.75 88.54 89.88 87.47 86.93 87.09 86.69 84.85 86.20 86.13 86.87 87.10
783 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.60 87.85 85.77 85.93 89.37 88.39 87.56 87.36 88.66 88.20 89.33 88.78 87.88 86.59 87.84 88.24 86.66 87.14 86.46 90.04 85.46 86.50 85.45 86.32 86.86 85.53
812 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.12 87.24 87.62 87.37 84.79 87.71 87.52 86.78 86.48 87.87 88.76 87.13 87.57 86.69 86.86 87.87 88.03 87.82 87.96 87.71 86.53 84.60 86.70 86.58 87.39 86.70
813 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 87.72 87.65 86.05 86.58 86.52 86.25 86.43 86.55 87.27 86.20 88.47 88.41 86.75 87.88 86.02 87.10 85.95 86.35 87.80 86.71 84.14 84.70 84.57 83.37 84.49 85.43
814 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 85.05 88.13 86.81 86.88 85.00 87.48 88.05 86.55 87.93 87.93 87.98 88.24 87.95 86.42 88.58 88.60 86.43 87.42 86.72 88.25 86.14 85.25 85.57 84.70 87.18 87.68
815 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 87.17 89.42 87.10 86.67 87.98 88.57 88.08 87.24 87.53 87.49 87.38 90.59 87.55 87.47 86.53 87.67 86.68 87.99 86.36 87.82 85.52 84.02 85.82 83.89 85.55 86.27
844 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 85.58 86.03 87.35 86.37 86.24 88.42 86.09 87.08 87.62 87.17 87.90 88.13 87.94 85.78 86.97 86.25 87.78 89.20 88.89 88.12 83.29 84.92 85.88 87.37 86.88 84.92
845 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 86.32 88.22 87.41 87.74 84.65 86.07 85.67 86.28 86.81 86.51 90.92 87.16 88.50 88.56 87.24 87.01 88.54 86.79 87.16 87.66 85.87 85.34 84.06 84.85 84.62 86.18
846 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 86.41 87.04 86.24 86.18 85.64 86.53 86.60 85.90 86.71 87.68 88.59 87.03 86.94 88.25 86.61 88.89 87.81 87.50 87.84 88.53 85.79 84.57 83.93 85.34 85.41 84.92
847 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 86.59 87.12 86.32 86.14 86.39 87.15 86.90 86.43 86.31 85.63 85.67 87.80 87.70 85.32 86.02 86.32 88.58 88.47 86.97 86.19 84.26 83.93 85.12 84.95 84.93 84.74
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.34 88.38 86.67 87.17 87.28 88.90 87.31 88.42 88.26 87.72 89.74 89.70 87.95 87.55 87.07 88.23 90.22 89.24 90.23 89.03 85.22 86.82 88.55 87.01 88.68 85.82
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.13 88.78 87.35 88.56 88.03 87.46 88.88 88.00 89.13 88.25 88.69 88.38 89.52 88.22 88.50 87.14 87.77 88.57 87.80 89.18 85.71 86.36 89.94 87.24 85.96 86.99
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.00 88.88 87.70 88.40 87.95 88.43 88.84 88.79 88.65 88.93 89.48 88.41 88.02 88.63 86.91 88.63 87.89 87.77 87.97 88.70 88.03 86.07 89.05 87.27 86.03 85.69
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.60 88.80 87.98 88.98 88.53 88.47 87.42 88.57 89.46 88.30 90.76 89.11 88.78 87.61 88.12 89.47 88.03 90.52 88.93 90.18 85.84 86.07 88.60 84.06 86.33 86.61
908 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.28 88.49 86.46 88.18 87.93 88.14 86.71 89.24 89.34 88.25 88.24 89.94 87.76 86.98 88.02 86.92 89.13 88.52 89.86 88.12 87.26 86.59 87.89 86.36 89.14 86.00
909 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.20 88.63 87.30 88.23 87.56 89.58 88.49 89.21 88.14 87.17 88.99 87.45 89.22 88.17 88.11 89.50 87.04 88.99 87.85 87.72 87.49 86.07 86.82 84.87 89.02 86.15
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.93 87.62 88.02 88.85 87.52 88.34 88.08 88.94 88.24 88.66 88.45 87.53 87.24 88.89 89.46 89.37 87.70 88.06 88.14 88.19 87.10 88.37 87.94 85.50 88.84 89.38
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.10 87.62 88.42 89.25 87.92 88.31 88.38 88.76 89.37 89.19 88.21 88.71 88.39 88.51 89.21 88.85 89.07 88.37 90.18 90.19 87.80 87.79 87.55 86.67 86.85 87.73
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.25 89.07 86.61 88.37 88.24 89.00 86.76 89.43 88.15 87.96 88.82 89.23 89.94 88.07 89.02 89.29 87.64 88.33 89.23 88.75 84.69 86.12 88.69 85.82 87.52 88.19
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.35 88.40 87.25 87.68 87.18 88.96 87.90 88.11 88.32 89.68 88.66 88.52 89.09 88.27 87.79 88.34 89.46 88.78 89.48 88.09 86.99 85.46 86.74 88.25 88.02 83.65
942 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.45 87.06 89.16 88.38 89.35 88.32 89.01 88.48 88.08 87.76 89.65 89.66 89.48 87.97 86.43 88.48 87.28 87.33 88.16 89.32 88.45 87.73 84.79 87.15 86.90 86.29
943 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.63 89.62 87.45 86.91 86.93 89.26 87.47 88.40 88.41 88.82 89.34 89.01 88.17 87.95 89.18 87.13 89.31 88.74 88.52 88.67 86.64 86.31 86.54 86.73 86.08 87.82
972 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.03 88.52 85.97 89.16 88.13 89.77 88.54 89.24 88.08 87.64 88.50 88.06 87.42 87.37 88.82 86.99 87.57 88.27 87.62 89.89 87.83 85.25 87.84 86.23 84.73 85.25
973 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.32 88.72 87.12 86.53 89.13 87.68 85.69 87.80 89.24 85.62 89.34 89.27 86.68 88.59 89.45 88.44 88.76 89.72 87.96 87.79 86.11 85.55 88.96 85.66 88.72 86.43
974 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.11 86.55 87.64 88.74 87.06 88.44 88.45 88.40 87.89 87.31 88.87 88.70 88.18 87.81 87.98 87.81 85.25 87.79 88.89 88.18 88.31 86.12 88.36 87.00 87.60 88.04
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.61 89.25 88.03 87.83 87.01 88.60 89.19 87.18 87.47 87.91 89.29 89.16 90.41 87.19 88.75 88.25 89.18 88.20 88.08 89.59 86.24 84.58 87.35 88.03 88.76 87.12
1004 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.58 86.96 88.80 87.19 87.31 88.07 88.47 87.10 89.27 88.02 88.16 86.27 88.33 87.75 86.12 88.94 88.47 87.29 87.94 88.45 85.39 85.71 86.90 85.62 83.08 88.36
1005 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.63 87.70 89.66 88.35 88.14 87.16 88.36 86.85 88.32 86.67 90.05 90.20 87.91 87.81 89.47 89.54 89.03 88.49 88.69 87.67 86.04 87.29 86.92 86.12 86.39 84.51
1006 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.04 88.62 87.97 88.26 85.75 89.95 88.93 86.99 87.34 88.58 88.41 88.29 88.70 87.84 86.12 88.88 85.89 87.41 88.62 88.14 87.83 88.19 87.07 86.28 89.53 85.82
1007 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 87.10 86.46 86.78 86.68 87.61 88.09 88.77 86.56 87.05 88.63 88.37 88.73 90.12 86.56 88.47 89.08 87.44 89.33 88.62 89.09 86.97 84.22 86.91 88.00 87.41 84.69
1036 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.35 87.01 87.51 88.74 88.08 89.74 87.88 87.72 87.52 87.58 89.22 88.57 88.04 87.97 85.33 88.68 87.57 88.27 89.51 89.34 85.30 85.97 89.16 86.55 86.14 89.25
1037 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.25 87.59 88.74 88.47 88.54 89.38 88.18 87.03 86.93 88.26 89.99 89.15 87.37 87.09 87.59 89.47 89.18 86.31 89.03 89.44 86.28 86.03 83.89 86.39 88.51 85.40
1038 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.43 88.25 88.55 86.23 87.60 87.58 88.54 88.52 86.60 87.61 90.02 87.90 88.53 88.55 87.84 87.82 88.74 87.71 89.13 88.94 86.74 85.97 86.61 86.52 88.98 89.20
1039 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 87.08 88.66 86.52 87.69 88.75 88.79 89.69 89.70 89.16 86.49 89.67 88.12 88.10 89.35 85.73 89.45 86.83 87.02 88.68 88.17 86.32 83.86 87.97 85.52 86.20 84.74
1068 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 87.20 88.55 87.36 86.49 84.94 86.73 87.34 87.19 87.86 87.31 87.75 88.55 86.67 87.20 87.62 86.71 86.40 88.79 87.49 88.45 87.94 85.34 88.83 85.70 87.50 87.09
1069 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.80 85.57 87.09 88.11 87.49 88.10 87.50 87.16 86.52 87.10 88.19 89.17 88.11 87.24 87.38 86.76 88.15 87.58 89.31 87.82 85.75 86.15 85.23 84.35 87.82 85.14
1070 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.87 88.76 86.99 88.00 86.00 87.58 86.25 87.46 86.09 86.65 87.34 87.16 86.74 87.38 87.48 87.68 88.62 86.43 88.66 88.58 87.55 83.47 85.64 85.99 85.28 86.82
1071 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 87.17 86.24 85.87 86.17 86.91 88.21 87.01 88.01 86.72 86.16 87.95 88.63 87.33 87.40 88.07 88.02 88.37 87.07 88.55 88.27 85.42 83.01 88.06 85.09 87.83 86.50
1100 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 86.44 86.45 85.80 86.44 87.29 89.05 86.88 88.00 87.69 87.86 87.69 88.22 86.74 88.53 87.18 87.34 88.31 87.51 87.58 87.93 84.11 84.95 85.08 84.65 85.12 86.93
1101 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 85.22 87.40 85.54 87.01 86.22 87.29 87.49 88.20 85.90 87.83 88.44 88.88 87.97 88.18 86.48 88.14 89.17 86.90 89.02 86.69 85.18 86.27 85.10 84.47 87.95 84.47
1102 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.88 88.33 86.28 87.33 87.78 87.55 86.66 87.38 86.92 86.41 86.55 87.36 87.28 86.98 86.09 86.73 87.13 85.66 87.26 88.46 85.20 84.87 86.85 84.22 86.60 85.66
1103 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 86.48 87.39 87.04 87.43 87.67 87.36 86.22 87.14 86.98 86.84 89.56 86.99 88.24 86.14 87.83 87.72 87.52 88.78 88.34 87.72 85.20 84.78 87.61 83.45 84.24 84.17
1132 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.20 87.48 87.63 85.77 86.78 88.47 86.72 85.84 88.10 87.00 87.82 86.16 87.11 87.51 85.52 86.24 87.43 86.53 87.09 88.15 83.80 86.67 84.93 85.55 83.96 86.47
1133 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 85.24 85.25 86.85 87.20 87.17 88.49 88.85 86.14 86.81 86.01 88.19 87.01 87.16 85.07 87.06 86.88 88.40 87.86 87.10 87.42 86.46 84.37 85.74 85.06 83.75 83.69
1134 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 85.40 84.97 85.33 87.39 87.19 88.43 86.76 88.84 86.54 85.23 87.65 88.28 89.27 87.02 86.63 86.50 87.11 87.27 86.19 87.38 86.02 85.31 85.02 87.51 84.20 85.82
1135 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 85.49 86.33 86.31 87.93 85.60 88.70 86.33 84.98 87.10 86.31 88.31 88.23 86.78 86.48 87.10 86.41 86.43 87.23 88.02 88.01 87.47 84.19 85.58 85.77 84.77 83.87


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
12 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 92.15 88.95 91.31 87.40 94.18 89.54 92.63 91.61 91.05 90.19 89.04 88.27 92.57 93.44 87.91 92.20 88.14 92.04 91.53 89.70 88.27 88.88 86.42 87.43 91.77 87.87
13 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.52 91.91 93.12 91.92 91.78 91.22 91.06 89.75 88.35 90.51 91.96 92.74 91.87 91.05 92.87 91.59 89.67 89.61 88.59 92.65 91.26 88.73 90.70 88.96 90.65 90.73
14 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 89.10 88.40 89.95 90.97 91.42 88.85 88.46 89.32 87.60 87.31 90.04 86.95 89.67 91.23 84.88 89.71 89.38 86.17 86.72 89.13 89.49 89.36 91.07 89.93 90.21 89.53
15 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.98 92.12 90.13 89.62 92.79 89.79 90.72 92.10 87.32 90.26 92.70 91.25 92.43 91.06 88.14 89.66 92.36 89.16 91.99 90.26 91.33 90.39 90.45 89.66 87.39 90.61
44 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 88.69 88.78 90.20 88.45 88.58 88.08 92.22 90.18 88.24 89.83 90.32 89.74 89.73 89.50 86.75 90.05 88.17 87.11 87.25 87.21 90.42 91.15 24.42 90.47 91.70 87.43
45 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.49 91.98 90.16 92.96 92.15 89.94 91.02 92.49 91.44 88.23 91.48 91.85 90.62 91.33 91.10 90.65 92.56 90.66 91.54 91.83 91.12 89.28 92.33 87.79 90.51 92.90
46 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 91.12 90.77 91.66 89.35 91.03 89.03 91.29 88.61 89.30 89.05 92.16 92.60 91.92 91.28 88.82 92.37 91.52 90.94 92.01 89.89 88.43 89.00 90.97 87.04 90.47 90.60
47 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.44 90.25 91.63 90.43 91.69 88.57 91.29 87.61 89.74 93.12 89.67 90.90 92.40 91.09 90.72 90.22 91.47 88.40 90.64 88.70 90.80 91.13 89.64 91.12 87.84 91.74
76 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 90.97 86.39 91.81 92.95 90.30 90.61 90.29 89.99 93.40 92.17 88.71 88.41 91.26 88.33 89.53 90.96 90.90 92.84 90.86 90.61 89.02 90.43 91.55 88.15 89.16 88.45
77 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 92.23 91.41 89.14 90.66 89.02 91.54 91.34 92.46 89.05 89.03 89.02 90.20 91.86 93.20 90.72 92.72 91.62 92.63 91.89 94.38 90.89 90.51 91.53 83.75 91.27 89.18
78 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.45 92.71 93.22 92.02 93.52 91.58 91.92 93.46 90.20 93.98 89.60 92.55 91.13 91.83 89.66 94.73 92.63 90.48 91.88 90.54 92.01 88.81 88.55 89.70 90.47 89.57
79 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.24 92.10 91.21 90.71 91.36 90.66 88.94 93.98 90.79 93.14 92.98 91.19 90.85 92.59 90.41 91.55 90.27 89.76 91.37 91.00 92.46 90.95 93.54 90.40 89.31 91.59
108 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.44 92.00 90.22 85.80 91.36 89.39 88.77 90.75 86.33 88.19 88.98 89.61 93.37 92.24 88.83 90.75 92.05 89.67 90.86 90.13 90.59 90.36 91.64 87.78 89.86 91.55
109 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.72 92.24 91.05 92.62 90.08 89.49 88.28 90.70 90.73 90.16 90.49 88.47 90.07 92.28 89.28 93.10 91.11 90.96 90.08 92.90 89.51 89.21 89.36 89.38 88.73 88.63
110 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 89.96 89.45 88.84 91.10 88.44 88.53 89.43 89.53 88.41 85.45 91.79 89.46 89.60 87.86 82.21 90.17 89.22 88.67 88.92 89.96 90.06 90.36 91.16 88.55 86.81 87.12
111 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 89.27 91.20 89.16 90.81 90.37 89.84 92.05 90.54 88.22 88.20 89.34 92.58 90.83 90.17 88.50 90.03 91.89 87.64 89.79 93.16 89.55 91.89 91.38 91.92 88.98 89.87
140 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 92.23 91.00 91.90 89.23 91.17 87.90 92.33 90.52 90.29 91.90 88.43 90.50 92.41 90.17 89.83 91.24 91.26 90.00 90.71 89.48 88.29 90.78 91.09 91.84 89.08 90.52
141 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 91.23 87.85 88.79 91.70 91.56 87.66 90.20 89.78 88.06 88.35 90.36 91.28 92.35 91.62 91.12 92.21 88.71 89.53 90.29 89.57 89.74 90.77 91.87 90.31 91.11 91.66
142 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 90.07 91.28 92.59 89.92 91.19 90.87 90.46 89.96 91.67 91.13 89.79 90.33 93.28 88.88 90.66 90.06 91.95 89.60 92.15 91.82 87.87 87.79 90.14 88.32 88.17 87.30
143 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 90.23 92.17 89.65 91.28 90.83 89.74 91.06 92.92 91.49 90.97 90.92 91.64 92.75 90.93 90.79 93.52 86.99 89.35 91.02 90.54 91.34 89.37 92.98 88.19 88.72 90.37
172 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 88.50 86.07 90.70 91.14 92.66 88.98 90.75 86.58 92.06 89.90 89.97 90.97 90.47 90.03 90.99 91.55 89.43 90.72 88.46 92.20 89.05 86.89 87.11 72.68 91.27 87.15
173 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 90.62 89.75 91.86 90.48 91.05 90.79 88.52 91.97 89.08 91.50 91.54 92.52 87.36 93.27 90.42 91.54 91.47 91.52 89.58 88.38 91.42 90.67 91.57 91.59 89.02 91.19
174 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.09 91.34 91.55 89.93 88.21 89.74 90.39 89.26 91.65 90.39 91.83 92.10 88.91 92.98 90.50 92.42 90.59 89.76 91.30 90.19 90.85 89.55 91.47 89.94 89.66 88.10
175 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 91.70 89.21 91.76 91.69 91.57 90.64 89.26 87.88 89.27 90.45 89.24 90.31 90.51 91.94 88.38 89.57 91.77 89.23 91.99 90.55 91.32 89.96 89.93 88.51 88.67 88.80
204 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 89.90 90.21 90.93 24.42 89.36 87.86 87.41 90.35 90.23 90.19 88.78 90.64 92.29 90.97 88.25 91.03 88.48 87.95 90.05 91.61 89.62 90.02 91.74 90.84 86.52 85.07
205 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.66 89.82 90.51 91.85 92.44 88.89 91.39 90.60 90.25 91.03 90.24 90.59 90.49 90.42 90.13 88.28 90.39 91.10 89.64 88.42 92.39 88.87 92.90 90.53 91.40 91.36
206 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.41 90.00 89.43 91.66 89.59 89.96 90.53 90.75 90.70 91.02 89.71 90.32 91.75 90.99 89.34 90.38 90.31 90.73 91.49 91.80 90.81 91.45 92.90 89.95 91.63 90.95
207 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.16 90.09 24.42 91.41 91.47 89.69 89.92 88.97 90.30 88.76 90.39 89.94 90.07 91.11 88.24 87.25 92.14 90.71 90.08 89.16 92.17 90.20 91.13 88.43 88.40 88.29
236 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 90.58 89.48 90.23 89.45 90.70 89.98 88.53 89.76 87.32 90.65 90.67 90.54 92.94 89.24 89.80 91.20 87.96 88.44 88.71 89.50 91.37 90.08 90.71 90.40 90.63 90.27
237 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 88.29 90.33 91.45 89.64 93.19 88.89 90.35 91.29 88.72 89.55 89.86 89.98 91.60 89.77 93.89 92.21 90.77 90.71 91.12 90.25 90.29 90.22 89.46 90.81 91.42 91.82
238 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 88.61 91.71 90.97 88.50 89.79 91.01 90.14 91.43 90.92 89.18 90.01 91.10 88.04 89.89 91.01 90.98 90.53 92.62 91.25 89.94 88.36 88.96 93.00 89.25 87.84 91.08
239 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.66 91.71 91.27 91.64 91.53 88.97 91.44 89.44 90.30 89.46 88.88 89.30 93.75 89.65 91.33 90.48 91.44 92.98 91.17 89.95 89.53 89.91 90.25 87.88 90.26 90.62
268 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.80 92.62 90.68 90.51 91.13 90.21 91.25 89.97 90.46 90.81 88.30 91.53 89.43 89.97 90.23 90.62 88.64 90.78 89.23 91.04 89.61 88.88 92.38 91.08 90.19 89.56
269 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 90.33 90.53 90.00 88.54 91.27 90.36 90.64 90.71 91.44 91.78 90.82 89.66 90.43 88.79 89.31 91.58 88.91 90.55 90.42 90.94 89.90 88.81 91.97 89.94 89.13 87.60
270 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 91.44 92.61 93.25 91.13 92.44 90.45 89.89 90.86 90.24 89.10 88.47 90.34 92.13 89.79 89.44 91.29 89.82 89.19 91.45 90.09 90.85 90.67 87.67 89.69 89.92 89.49
271 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.90 92.91 91.12 89.80 93.00 89.09 90.89 90.62 89.98 91.69 92.93 88.94 91.86 91.53 88.38 90.35 88.82 90.29 90.73 90.85 91.70 90.26 89.77 89.41 88.86 90.23
300 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.39 86.46 91.08 91.20 24.42 88.94 91.96 89.33 88.39 89.99 91.06 88.58 89.04 87.27 88.88 90.79 93.59 88.39 90.16 90.00 91.14 90.71 89.25 90.43 87.59 91.55
301 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 93.29 88.82 89.04 92.05 90.67 90.80 90.24 89.98 89.36 88.22 91.55 88.79 90.11 92.16 87.53 90.09 88.70 87.56 91.03 88.42 91.92 89.95 89.59 90.54 89.30 91.11
302 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 89.75 91.63 92.70 91.26 91.63 89.95 92.95 89.96 91.17 89.34 90.11 91.73 89.88 91.31 90.41 89.96 91.39 91.96 89.81 90.74 90.31 89.86 92.51 90.38 91.14 89.38
303 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.30 90.55 91.42 90.47 92.82 90.19 90.62 89.76 91.40 89.38 87.85 90.78 91.47 89.61 85.88 91.23 91.61 87.96 90.63 88.72 88.37 90.59 91.40 91.06 89.32 88.70
332 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 91.50 85.19 89.36 89.38 91.19 88.52 89.65 92.24 92.42 91.07 90.28 91.49 90.35 90.44 87.71 91.24 90.21 90.26 91.47 90.62 89.34 87.56 91.18 89.04 88.04 91.05
333 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 85.06 90.41 92.73 90.59 92.63 89.13 92.66 90.58 90.12 93.34 91.05 88.94 91.42 91.37 89.84 91.01 94.05 90.52 92.11 92.79 91.14 90.36 93.19 89.53 88.92 91.19
334 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.35 91.24 92.43 90.00 92.87 90.69 91.68 92.11 92.47 93.93 92.47 91.16 90.86 89.04 89.34 93.02 90.80 92.85 94.06 89.73 90.09 89.81 92.14 91.87 89.84 90.20
335 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 91.79 90.27 91.51 87.93 90.39 88.38 91.04 93.05 88.80 89.03 90.71 91.90 91.61 92.17 90.73 92.88 90.85 91.10 90.87 89.66 89.32 92.58 90.66 90.04 89.78 89.42
364 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 92.97 93.72 87.74 90.94 89.38 91.47 87.76 88.88 89.79 90.15 91.40 90.40 89.48 89.86 90.87 91.23 88.85 90.03 88.86 83.81 90.56 87.91 90.59 91.25 91.71
365 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 90.61 91.51 92.16 88.88 88.77 88.86 90.98 90.14 91.19 90.90 90.49 92.61 92.05 91.50 88.26 91.77 91.28 89.34 92.44 93.92 87.70 91.58 92.25 90.75 86.65 91.12
366 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.19 91.49 91.44 91.91 91.22 92.14 92.26 89.75 91.78 90.43 90.02 91.87 90.42 92.43 90.13 91.06 88.32 91.46 90.62 90.04 91.02 91.49 88.59 89.46 90.76 89.26
367 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 90.06 91.66 92.34 90.24 93.90 90.56 92.31 88.70 92.18 92.88 91.71 89.74 91.93 89.61 91.99 91.10 92.05 92.03 91.02 91.56 91.08 91.79 91.79 89.42 90.77 89.54
396 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 89.42 91.73 90.32 87.91 89.83 88.43 88.71 89.39 90.88 90.42 89.10 90.47 91.28 89.99 89.29 90.19 88.70 89.07 90.43 90.13 90.95 89.41 92.11 89.06 89.56 88.49
397 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 91.33 91.72 91.83 91.22 90.85 87.26 90.97 87.73 90.32 87.11 92.40 90.38 91.48 92.32 88.17 92.31 92.92 91.96 90.29 88.89 91.35 91.66 89.02 88.92 89.15 89.79
398 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 93.23 89.90 93.02 90.41 90.05 90.98 90.76 91.72 87.00 92.04 89.09 89.91 91.84 90.97 90.13 91.19 91.22 94.09 89.65 91.42 91.37 91.24 90.49 92.09 89.56 89.09
399 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 90.31 90.53 91.41 89.48 90.48 92.71 87.59 88.94 89.95 90.38 88.84 90.26 90.89 89.19 87.72 90.27 87.65 89.66 90.52 90.64 89.20 89.70 91.38 88.85 91.19 89.13
428 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 85.94 88.06 89.69 89.20 89.03 90.43 90.66 88.77 91.48 90.75 89.74 88.80 90.22 91.78 89.84 85.35 91.82 90.41 89.77 88.58 89.62 90.18 89.39 91.00 90.34 89.33
429 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 90.45 90.55 91.22 91.11 91.54 89.43 91.27 89.55 91.37 91.14 89.45 91.05 91.29 88.62 89.03 91.41 90.78 89.54 90.50 90.88 90.17 90.42 89.73 91.64 88.67 90.82
430 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 90.36 91.51 89.83 90.61 89.29 89.45 91.84 86.43 91.95 91.56 91.84 89.82 89.55 89.16 86.79 90.10 90.33 93.69 88.39 89.06 89.65 87.50 91.83 88.86 89.75 88.19
431 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 87.65 89.19 92.30 91.42 92.82 90.17 93.72 87.89 90.15 88.95 93.22 89.79 93.17 91.33 90.41 91.53 92.26 92.07 91.04 89.33 89.53 90.31 88.64 90.73 89.87 89.29
460 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 83.70 90.60 89.20 89.84 91.08 88.52 90.33 89.95 89.49 91.26 90.11 89.90 87.53 91.36 89.88 90.79 88.74 87.15 89.89 90.56 86.79 88.89 86.35 90.57 86.66 91.30
461 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.01 91.05 92.89 91.25 94.34 90.91 90.97 89.40 90.08 90.93 92.12 89.09 92.16 94.19 92.19 92.08 90.40 90.72 92.11 89.80 91.63 89.29 91.44 89.42 89.61 90.07
462 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.03 90.04 92.06 92.41 92.40 90.83 92.71 90.70 88.11 91.37 91.87 92.07 91.72 91.18 90.83 91.24 94.51 90.21 91.99 91.69 92.87 89.39 91.33 92.20 89.59 88.16
463 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 90.60 90.68 90.16 89.47 93.61 88.62 89.88 91.20 91.24 87.31 92.70 88.59 92.25 92.90 90.90 92.07 89.91 89.50 91.55 91.71 87.89 90.36 89.80 91.28 90.00 90.94
492 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.13 90.97 90.12 91.67 90.90 88.44 89.40 91.79 89.50 90.38 90.30 89.54 90.99 90.64 86.66 91.04 89.78 88.16 90.96 89.09 89.80 91.16 88.89 90.08 88.72 92.14
493 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 90.33 91.51 89.53 90.89 88.63 90.37 88.57 88.22 88.36 90.83 92.44 89.94 93.53 89.37 87.81 90.00 90.35 90.06 89.50 91.55 91.10 89.10 91.16 90.99 89.48 88.37
494 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 89.18 91.53 91.38 89.82 90.93 89.92 90.93 88.08 90.64 89.62 92.07 90.60 91.47 89.15 91.84 92.63 90.31 90.71 90.16 89.99 88.63 90.66 89.80 88.93 89.05 90.92
495 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.32 90.57 90.56 90.82 91.41 89.12 91.17 90.90 89.85 89.00 89.84 89.87 90.68 90.01 89.38 91.03 89.39 90.83 90.86 90.63 91.48 91.58 90.81 88.72 89.33 89.04
524 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 92.56 88.98 87.81 91.25 88.88 89.84 90.51 89.43 89.14 90.67 89.99 91.37 89.34 90.49 89.17 90.40 90.73 89.01 89.60 89.38 90.50 90.56 92.75 88.15 91.17 89.50
525 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.90 91.14 89.61 91.24 92.29 88.60 91.81 90.24 89.28 89.25 90.30 89.31 90.98 90.05 91.35 89.00 90.14 86.82 90.09 92.10 90.29 90.65 90.01 89.77 92.93 89.24
526 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 91.89 90.27 90.29 89.10 92.51 90.40 87.91 90.31 92.20 90.95 90.74 89.89 90.95 89.39 89.83 92.36 91.31 88.14 89.19 90.49 89.89 90.10 90.93 90.72 91.28 90.92
527 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 90.72 90.31 92.72 90.55 92.98 88.19 93.12 91.00 92.00 90.15 89.44 90.36 92.05 92.66 88.06 91.45 91.98 90.34 90.78 89.73 90.50 90.08 90.79 87.66 91.79 89.42
556 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 89.91 70.83 88.84 91.51 91.28 87.93 92.77 92.44 89.61 89.73 90.10 89.03 89.02 90.26 90.25 91.98 87.21 90.75 90.36 89.77 91.57 90.10 89.82 90.22 90.17 89.09
557 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 90.03 90.61 91.26 90.78 90.53 90.78 90.89 90.13 92.99 88.86 90.59 91.95 92.16 90.96 88.33 89.38 89.59 88.96 90.98 89.58 91.91 90.28 90.75 92.57 91.72 89.20
558 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 92.55 91.38 93.09 90.10 89.25 89.36 91.42 88.82 89.42 91.22 90.27 90.71 90.39 90.95 89.57 92.21 91.39 90.50 91.25 91.07 89.34 89.85 90.99 90.13 89.23 89.01
559 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 91.91 90.39 89.95 89.48 91.85 91.41 90.63 91.23 90.34 91.24 92.59 88.94 91.70 89.92 92.88 90.99 90.53 91.57 90.56 90.57 90.13 89.72 90.65 87.71 90.87 88.79
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.27 89.61 90.30 90.99 88.43 89.62 90.84 87.69 89.63 88.39 89.36 89.14 90.97 90.05 90.58 91.03 90.73 90.86 92.30 88.38 91.52 87.18 90.78 90.32 87.48 88.19
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.10 91.40 90.51 89.29 88.47 88.53 89.17 90.09 89.79 91.26 90.08 89.46 89.73 89.42 89.73 89.10 89.53 88.00 91.30 89.75 88.91 89.48 90.31 90.77 90.43 89.76
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.55 89.13 86.80 90.54 87.26 87.36 89.65 89.41 89.59 89.90 89.52 87.76 89.28 90.00 88.85 89.41 89.87 91.38 87.95 89.47 90.45 89.64 92.07 89.83 89.18 89.48
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.46 89.08 89.17 89.05 89.22 88.54 89.25 90.42 87.91 88.95 88.49 89.57 87.05 90.26 90.34 88.31 90.83 88.36 91.55 86.87 92.29 90.90 93.06 90.52 89.83 90.31
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.85 91.96 91.61 91.94 91.52 90.53 91.41 90.96 91.28 90.06 90.03 91.35 90.46 90.70 87.87 87.84 89.94 90.88 91.04 90.31 90.09 89.61 92.66 88.53 91.86 91.35
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.56 90.85 89.89 87.15 89.67 91.23 90.09 90.12 88.64 89.84 92.76 90.01 89.81 90.63 88.97 90.89 90.11 90.62 93.04 91.30 92.14 89.14 91.87 86.23 91.10 91.63
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.04 90.22 92.58 90.58 91.79 91.58 87.99 89.37 89.35 89.62 91.83 88.25 90.19 92.10 89.87 90.38 90.84 89.80 92.53 91.58 88.55 90.39 92.77 90.32 92.03 89.86
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.01 90.29 89.82 90.06 92.04 91.13 91.95 90.89 89.21 90.45 91.84 87.82 91.97 91.40 89.20 91.02 91.26 91.59 91.96 91.59 89.15 89.94 92.93 86.95 89.70 88.79
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.40 91.70 92.12 91.03 91.35 92.32 90.59 91.44 89.85 89.28 92.23 91.15 91.42 90.02 88.74 89.29 89.41 91.66 91.29 91.35 90.97 92.31 90.99 90.80 91.28 87.75
653 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.30 92.43 91.17 91.31 92.27 89.68 92.47 90.34 91.28 89.77 90.26 89.31 88.89 90.16 90.95 89.94 89.72 91.38 90.48 92.04 91.72 89.26 92.77 89.13 91.74 87.04
654 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.71 89.97 93.12 89.86 88.20 90.75 90.98 91.11 91.77 89.88 93.00 91.28 91.27 90.72 92.51 90.16 86.36 89.36 93.53 87.75 90.21 89.44 91.14 91.81 91.45 90.45
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.49 86.15 91.27 91.17 91.77 91.80 89.39 89.09 89.79 88.96 92.50 91.49 91.58 91.53 91.51 90.79 89.84 90.55 90.85 92.05 91.15 90.12 92.69 90.67 90.63 87.53
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.53 91.26 89.18 90.42 89.41 89.26 90.56 88.50 89.98 88.31 89.72 86.86 89.46 87.01 88.61 90.56 92.25 89.18 90.56 89.14 88.94 89.22 90.62 87.89 89.90 89.95
685 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.06 88.37 87.73 89.09 88.14 87.35 90.61 90.55 88.31 88.89 90.26 86.99 89.56 91.00 87.82 90.92 91.26 90.44 89.43 89.39 89.14 86.96 89.88 89.42 87.98 87.07
686 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.10 86.85 88.78 89.67 90.69 87.69 90.60 88.89 88.35 87.63 88.17 87.50 89.22 90.09 89.61 86.02 90.33 89.68 90.04 87.92 90.83 86.80 89.72 88.86 90.09 86.66
687 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.24 89.18 90.64 89.34 88.87 87.23 90.49 92.30 85.47 88.51 91.48 87.29 88.23 89.61 87.81 88.28 92.82 90.78 89.05 87.04 89.86 89.11 91.16 89.49 88.82 89.73
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 92.24 90.19 90.99 90.12 88.63 89.84 91.06 89.46 91.03 89.47 91.22 89.82 90.98 92.21 91.79 91.90 92.80 90.25 92.97 90.58 90.08 90.64 92.22 89.48 90.83 92.01
717 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 90.12 90.65 90.72 90.47 91.19 90.28 89.57 89.35 90.35 86.33 89.84 89.93 92.40 90.66 90.89 91.55 90.81 90.11 90.29 90.86 89.91 89.44 90.30 89.44 90.37 89.34
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.43 89.37 90.17 89.54 89.56 88.97 91.10 91.31 89.99 88.04 88.60 87.88 91.15 92.55 89.93 90.72 92.03 91.32 90.66 90.56 87.60 90.19 91.38 90.62 91.75 91.97
719 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.60 87.84 92.35 88.90 90.99 87.41 89.13 88.63 90.83 92.02 91.15 89.88 90.96 89.17 88.11 90.01 90.26 88.43 90.03 90.33 89.66 90.39 90.81 91.61 90.26 87.79
748 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.74 92.05 90.11 88.14 88.98 91.41 88.95 87.44 90.19 90.12 91.15 89.18 90.01 90.97 88.47 87.67 92.03 90.95 89.04 91.00 88.42 90.28 91.45 89.91 89.08 87.34
749 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.28 91.41 93.52 89.63 91.26 90.98 90.37 89.57 91.53 89.02 93.16 91.21 90.42 91.82 88.64 90.45 91.51 91.41 93.06 91.41 91.03 89.92 90.36 89.66 92.74 88.75
750 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.02 92.20 90.66 91.12 91.25 91.47 90.03 90.87 90.95 89.17 89.64 90.08 90.62 91.44 87.36 89.95 93.79 89.50 92.05 90.93 89.63 89.00 93.74 91.13 89.19 90.70
751 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.12 89.10 91.38 89.49 90.18 92.68 90.81 89.08 90.77 90.17 92.79 88.85 90.02 90.93 91.81 92.55 88.94 90.74 90.83 90.04 89.58 90.03 92.24 90.62 88.91 88.55
780 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.81 89.30 91.20 87.73 90.74 88.14 88.43 87.07 90.18 87.95 88.93 88.75 89.39 90.53 88.32 90.32 91.02 88.90 89.87 91.04 88.95 88.61 89.18 88.46 89.31 87.56
781 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.69 89.27 90.27 88.65 89.37 89.37 90.18 87.40 89.31 89.73 90.66 89.00 88.07 88.04 87.80 89.32 91.40 88.85 88.97 88.31 91.14 87.23 90.04 89.92 88.71 86.77
782 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.51 89.53 88.80 88.83 86.98 88.76 88.91 88.89 87.80 88.65 89.94 88.20 88.22 89.20 89.32 89.63 91.62 88.42 89.92 87.57 89.17 87.25 88.22 86.29 89.20 87.03
783 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.85 89.01 88.62 89.23 91.10 88.64 88.18 89.75 88.74 88.39 89.49 88.49 87.85 90.58 87.82 89.74 88.18 87.75 89.55 90.59 89.21 88.74 89.55 89.90 87.60 88.04
812 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.57 90.13 92.07 88.91 88.29 89.14 89.78 88.29 90.21 89.58 92.53 86.90 90.87 88.85 90.45 88.71 89.24 90.79 92.55 89.45 90.07 88.45 90.57 88.78 87.98 89.79
813 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 92.71 89.10 90.51 89.36 90.32 89.08 90.86 88.90 89.30 89.94 89.36 90.35 89.54 89.54 87.86 90.15 87.44 88.00 91.13 88.34 89.26 88.44 89.71 86.92 87.96 88.08
814 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.50 89.02 91.96 87.93 87.59 88.86 90.13 89.12 89.35 90.46 90.80 86.91 90.70 91.22 90.77 91.43 92.25 88.00 90.36 89.41 89.33 89.48 90.31 89.00 89.37 86.78
815 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.80 92.76 90.28 88.72 89.89 87.76 90.07 89.44 88.68 88.96 88.07 87.72 89.80 90.16 89.46 89.79 89.65 88.83 88.30 88.65 88.80 88.59 89.88 88.67 88.87 88.68
844 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.40 90.83 88.48 89.10 88.65 88.06 89.80 88.97 89.34 89.99 89.25 89.89 92.18 89.74 87.93 89.74 90.31 92.21 90.52 89.34 89.33 89.91 90.38 90.47 88.85 88.00
845 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.36 89.96 91.94 90.50 91.52 86.77 89.13 89.19 89.70 88.96 92.31 88.71 89.27 90.14 88.52 89.72 91.06 89.74 87.61 90.11 89.59 88.23 88.90 88.87 88.38 88.92
846 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.23 90.12 89.66 89.00 90.97 90.36 88.75 88.47 89.19 88.04 90.07 87.09 91.80 90.53 89.78 91.16 91.86 91.09 91.07 88.04 88.74 90.16 90.23 90.66 89.70 88.02
847 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.71 89.65 90.83 90.24 86.41 89.23 89.07 88.96 87.92 88.12 89.39 89.42 90.62 87.31 90.14 89.91 91.52 89.29 89.26 89.07 89.31 88.03 90.67 90.56 88.29 87.64
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.09 89.51 89.04 89.64 89.55 89.59 88.43 88.48 88.92 87.97 92.29 88.68 90.12 87.44 90.66 90.03 91.94 88.90 90.26 88.93 89.21 88.81 89.64 90.81 91.01 86.89
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.85 88.91 90.33 89.39 91.20 89.65 90.29 89.43 89.83 90.27 90.40 88.61 88.41 90.81 90.81 89.66 90.64 90.34 88.46 89.60 87.71 88.20 93.22 90.28 88.16 90.20
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.35 89.49 89.65 89.81 88.97 89.71 91.46 89.17 90.21 90.39 89.58 89.34 91.30 90.59 85.56 89.91 91.05 90.36 86.65 89.37 91.08 89.46 90.37 89.15 87.81 89.37
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.11 89.60 91.94 90.28 91.31 88.84 90.34 89.47 90.58 88.30 90.83 90.07 89.45 90.00 88.15 89.72 90.91 92.62 90.27 89.68 89.13 88.00 91.74 88.41 89.22 86.49
908 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.02 90.04 89.72 90.50 90.79 89.49 90.14 89.83 90.96 91.33 91.46 91.03 90.07 91.14 91.09 88.90 91.77 90.88 91.94 89.23 92.69 88.69 93.16 89.20 93.26 90.35
909 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.30 90.18 91.33 92.02 89.54 90.68 89.99 91.79 89.67 88.36 90.53 90.95 90.94 91.03 89.93 90.26 90.62 90.71 91.55 88.26 90.37 89.86 91.50 89.21 90.68 89.44
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.28 90.96 90.48 91.92 92.05 88.36 90.87 91.25 87.88 91.13 90.17 91.70 89.79 90.78 89.81 90.02 90.09 92.18 89.24 90.37 90.09 89.79 91.17 89.32 90.65 92.31
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.50 88.80 91.65 91.70 91.56 90.67 90.17 89.21 90.39 91.36 92.24 92.16 90.87 89.83 89.86 89.60 91.73 91.50 92.03 92.07 91.07 90.04 92.30 90.94 90.01 91.31
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.28 91.58 90.15 91.07 90.95 92.48 90.41 91.09 91.17 89.41 92.51 92.14 90.57 89.89 90.19 90.41 90.44 91.54 92.46 90.49 90.13 88.66 93.46 89.92 92.10 91.18
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.88 92.09 89.99 92.01 91.08 91.25 92.10 90.46 92.38 91.43 91.15 89.35 89.53 92.32 88.95 88.32 91.07 91.82 92.06 89.31 90.80 90.11 92.67 90.33 92.06 87.00
942 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.76 91.52 93.23 91.29 91.94 90.53 91.20 90.38 90.02 90.47 92.05 92.66 90.24 90.40 90.03 90.92 91.34 90.65 90.85 91.20 93.23 89.91 92.16 90.33 91.39 90.02
943 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.53 91.54 92.85 91.02 91.13 90.26 89.91 88.44 91.07 92.08 90.27 90.49 91.76 90.29 92.41 91.81 92.91 90.94 91.40 91.69 91.33 92.08 91.50 90.30 91.00 91.19
972 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.28 88.03 87.62 88.91 88.79 89.73 90.06 90.82 87.68 89.81 87.85 88.10 88.67 91.24 89.00 89.20 90.34 91.55 89.92 89.94 90.30 88.35 89.68 88.27 84.91 86.10
973 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.83 89.35 89.08 89.21 88.83 88.32 87.32 91.39 89.81 88.66 91.82 90.75 89.48 90.87 89.92 89.27 91.63 90.62 89.85 88.81 90.89 86.31 92.23 89.18 92.21 89.47
974 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.50 88.07 91.16 90.82 90.33 90.02 90.94 89.17 90.83 88.38 90.86 87.04 88.65 88.18 89.82 89.14 87.33 88.55 89.64 87.85 88.96 88.89 89.39 88.71 88.69 91.57
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.50 89.30 90.56 90.08 89.27 89.58 90.83 89.23 89.78 89.94 91.01 88.30 90.90 88.83 90.60 91.29 90.14 90.64 86.78 88.70 90.76 86.87 88.81 89.58 92.25 90.63
1004 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.99 90.85 91.46 89.31 91.48 86.68 91.50 89.14 90.23 90.69 90.24 86.17 91.15 88.24 87.76 89.95 89.05 89.94 90.78 88.52 89.10 89.22 92.48 89.04 87.50 90.19
1005 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.58 90.58 91.59 90.27 90.29 88.67 91.57 89.17 91.10 89.18 90.69 90.05 89.46 92.49 91.08 91.45 91.81 90.94 90.16 89.64 89.51 90.97 91.92 90.95 88.42 89.27
1006 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.69 92.06 91.37 90.45 90.98 90.02 91.11 90.28 91.81 90.76 92.47 89.42 91.29 89.72 89.04 91.26 91.01 92.40 92.14 90.04 91.94 91.22 92.13 90.63 93.03 90.99
1007 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 92.09 88.48 89.76 90.25 90.06 89.84 91.34 87.45 91.76 90.76 89.84 90.10 92.52 88.86 91.83 90.99 89.91 89.51 90.72 91.77 91.11 89.83 92.64 90.39 91.64 87.92
1036 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 89.32 91.14 91.20 91.00 91.55 90.80 90.31 90.85 89.76 89.51 92.22 90.39 90.67 86.77 86.31 89.12 91.19 89.12 89.68 92.47 90.27 89.69 94.04 90.17 90.66 91.93
1037 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.27 91.80 93.28 91.50 90.16 91.23 91.10 89.32 88.78 90.59 91.91 89.21 92.17 91.34 88.98 90.91 91.14 90.22 92.31 90.96 91.48 90.30 89.66 92.12 90.77 90.12
1038 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.69 92.26 90.39 89.77 90.01 89.53 92.41 91.71 90.00 89.83 92.50 89.93 90.87 91.34 91.28 91.74 90.29 86.91 91.66 92.49 92.87 90.45 90.76 90.23 91.95 92.89
1039 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.68 92.25 90.76 90.09 92.74 90.30 91.32 89.79 89.39 90.31 91.79 90.69 91.34 91.08 87.29 90.40 91.06 90.49 91.30 91.33 89.84 87.87 93.99 90.71 91.31 90.08
1068 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.73 89.79 88.76 88.65 88.50 88.14 87.46 90.03 90.74 88.56 88.12 89.02 88.68 90.94 89.31 89.40 91.23 90.95 89.76 87.53 90.73 87.44 90.30 87.89 90.42 88.83
1069 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.75 86.48 88.33 88.88 89.93 88.93 89.99 88.39 87.61 89.79 87.11 90.18 89.82 90.53 87.84 88.27 88.83 87.99 90.45 86.80 89.47 89.62 88.80 86.09 91.19 87.35
1070 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.30 90.08 88.60 87.88 88.73 85.01 88.70 88.77 89.58 87.28 88.74 87.60 87.35 86.95 87.85 89.28 89.16 86.95 91.02 88.00 89.60 86.59 87.86 88.32 88.04 89.15
1071 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.24 87.76 88.04 88.96 90.47 87.79 87.89 89.29 87.52 87.64 88.01 87.01 88.10 89.29 89.71 89.54 89.40 87.23 88.12 88.82 88.93 84.91 91.84 90.22 88.88 87.32
1100 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 88.76 86.93 90.20 88.18 89.57 91.09 89.20 89.87 88.93 89.61 90.16 89.79 90.64 89.57 89.21 89.38 89.65 89.85 89.73 89.15 89.27 89.71 91.48 89.60 88.80 89.34
1101 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.37 90.17 89.13 89.59 89.70 88.94 90.13 90.34 88.32 91.13 92.35 90.55 90.27 90.97 89.68 89.75 91.80 90.23 90.77 90.55 89.35 89.55 89.60 89.07 94.02 88.84
1102 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.43 90.70 89.50 89.55 90.78 86.50 89.49 89.09 89.83 88.72 88.99 87.49 90.95 90.29 87.11 89.40 90.74 91.20 89.15 90.08 89.29 88.54 91.95 90.00 89.37 87.35
1103 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.07 89.40 89.91 88.60 88.83 88.53 89.16 89.09 87.32 88.81 88.87 89.09 89.47 88.40 88.49 90.85 89.54 90.34 91.51 89.73 89.98 87.97 90.73 88.58 88.88 87.65
1132 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 93.02 89.24 90.61 88.31 91.11 90.56 89.97 88.36 91.37 89.56 90.82 90.48 90.20 91.02 87.57 88.63 89.52 88.25 91.35 91.15 90.55 89.23 90.82 88.53 88.00 90.29
1133 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 90.59 90.01 89.86 90.87 89.04 90.13 92.25 87.96 90.25 88.25 91.91 88.31 89.87 89.80 90.34 88.34 91.46 90.26 89.96 90.32 90.34 89.61 91.53 90.16 89.27 87.37
1134 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 91.24 88.62 91.13 90.07 89.79 89.57 90.32 88.80 88.34 90.74 91.36 89.59 90.33 93.01 89.36 90.05 91.88 90.90 89.05 90.19 90.68 89.63 92.03 91.35 89.66 88.51
1135 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.25 89.37 90.29 89.45 90.34 91.74 88.72 84.95 90.32 89.27 89.38 90.32 89.36 91.74 89.13 90.79 90.51 88.42 92.44 89.97 92.86 88.82 90.41 92.05 89.49 88.75


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
655 88.37 87.78 88.81 87.50 88.33 89.71 87.95 88.85 87.54 87.60 89.46 89.93 87.82 88.66 90.22 88.71 89.08 88.53 90.97 89.99 86.13 88.38 88.98 86.74 87.84 87.28 88.506154
591 87.76 88.73 87.46 87.74 88.89 88.41 87.65 88.22 88.64 89.63 88.23 88.68 88.71 87.57 89.01 86.79 88.43 87.55 89.63 89.14 87.78 87.53 90.16 88.13 89.14 89.76 88.437308
911 87.10 87.62 88.42 89.25 87.92 88.31 88.38 88.76 89.37 89.19 88.21 88.71 88.39 88.51 89.21 88.85 89.07 88.37 90.18 90.19 87.80 87.79 87.55 86.67 86.85 87.73 88.400000
622 88.03 88.98 87.56 89.22 87.22 90.21 87.86 88.31 87.97 87.30 89.83 89.41 87.99 87.30 88.45 88.90 87.54 88.25 89.99 89.71 86.27 86.22 88.94 89.81 88.71 86.53 88.327308
653 88.79 87.94 88.91 88.48 88.02 87.73 88.61 89.49 88.25 87.58 89.17 88.74 87.65 88.07 90.40 88.32 88.54 88.52 89.18 88.03 85.69 87.48 90.41 86.11 88.54 86.21 88.263846
588 88.50 88.70 88.17 89.66 87.06 88.76 89.22 87.87 89.61 87.77 89.08 89.06 88.26 88.40 89.82 88.79 88.51 89.50 89.03 89.12 86.91 85.19 85.42 86.99 88.13 86.69 88.239231
879 88.60 88.80 87.98 88.98 88.53 88.47 87.42 88.57 89.46 88.30 90.76 89.11 88.78 87.61 88.12 89.47 88.03 90.52 88.93 90.18 85.84 86.07 88.60 84.06 86.33 86.61 88.235769
684 89.33 89.64 87.21 88.16 87.85 89.22 88.69 88.29 88.14 87.85 88.37 88.08 89.44 87.34 88.73 88.67 88.07 86.79 89.50 89.06 86.49 86.65 88.66 86.16 87.81 89.51 88.219615
716 88.04 89.31 87.35 88.00 87.33 89.23 88.07 89.00 88.33 88.30 88.47 89.37 88.90 88.92 88.35 88.47 90.04 87.22 89.56 88.73 86.10 86.58 88.10 85.15 87.91 88.62 88.209615
620 86.85 88.57 88.92 89.37 87.91 89.72 89.64 87.97 87.96 88.04 88.13 90.23 89.13 86.42 88.50 87.69 89.08 87.95 89.15 88.86 85.84 86.70 88.52 85.43 88.57 87.95 88.196154

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.34 88.38 86.67 87.17 87.28 88.90 87.31 88.42 88.26 87.72 89.74 89.70 87.95 87.55 87.07 88.23 90.22 89.24 90.23 89.03 85.22 86.82 88.55 87.01 88.68 85.82
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.13 88.78 87.35 88.56 88.03 87.46 88.88 88.00 89.13 88.25 88.69 88.38 89.52 88.22 88.50 87.14 87.77 88.57 87.80 89.18 85.71 86.36 89.94 87.24 85.96 86.99
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.00 88.88 87.70 88.40 87.95 88.43 88.84 88.79 88.65 88.93 89.48 88.41 88.02 88.63 86.91 88.63 87.89 87.77 87.97 88.70 88.03 86.07 89.05 87.27 86.03 85.69
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.60 88.80 87.98 88.98 88.53 88.47 87.42 88.57 89.46 88.30 90.76 89.11 88.78 87.61 88.12 89.47 88.03 90.52 88.93 90.18 85.84 86.07 88.60 84.06 86.33 86.61
973 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.32 88.72 87.12 86.53 89.13 87.68 85.69 87.80 89.24 85.62 89.34 89.27 86.68 88.59 89.45 88.44 88.76 89.72 87.96 87.79 86.11 85.55 88.96 85.66 88.72 86.43
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.61 89.25 88.03 87.83 87.01 88.60 89.19 87.18 87.47 87.91 89.29 89.16 90.41 87.19 88.75 88.25 89.18 88.20 88.08 89.59 86.24 84.58 87.35 88.03 88.76 87.12
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.50 88.70 88.17 89.66 87.06 88.76 89.22 87.87 89.61 87.77 89.08 89.06 88.26 88.40 89.82 88.79 88.51 89.50 89.03 89.12 86.91 85.19 85.42 86.99 88.13 86.69
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.39 88.58 88.95 88.19 87.39 88.22 87.21 87.99 87.49 88.68 89.41 89.60 88.73 86.37 88.03 88.83 87.71 87.47 89.73 89.33 87.19 85.78 89.52 87.70 87.12 89.26
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.97 88.50 86.65 89.23 87.87 87.57 88.69 87.74 87.57 87.55 89.17 87.19 88.07 87.67 88.06 87.86 88.08 88.46 90.31 88.94 85.21 87.90 89.71 85.99 86.16 88.29
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.76 88.73 87.46 87.74 88.89 88.41 87.65 88.22 88.64 89.63 88.23 88.68 88.71 87.57 89.01 86.79 88.43 87.55 89.63 89.14 87.78 87.53 90.16 88.13 89.14 89.76
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.33 89.64 87.21 88.16 87.85 89.22 88.69 88.29 88.14 87.85 88.37 88.08 89.44 87.34 88.73 88.67 88.07 86.79 89.50 89.06 86.49 86.65 88.66 86.16 87.81 89.51
908 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.28 88.49 86.46 88.18 87.93 88.14 86.71 89.24 89.34 88.25 88.24 89.94 87.76 86.98 88.02 86.92 89.13 88.52 89.86 88.12 87.26 86.59 87.89 86.36 89.14 86.00
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.93 87.62 88.02 88.85 87.52 88.34 88.08 88.94 88.24 88.66 88.45 87.53 87.24 88.89 89.46 89.37 87.70 88.06 88.14 88.19 87.10 88.37 87.94 85.50 88.84 89.38
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.10 87.62 88.42 89.25 87.92 88.31 88.38 88.76 89.37 89.19 88.21 88.71 88.39 88.51 89.21 88.85 89.07 88.37 90.18 90.19 87.80 87.79 87.55 86.67 86.85 87.73
1005 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.63 87.70 89.66 88.35 88.14 87.16 88.36 86.85 88.32 86.67 90.05 90.20 87.91 87.81 89.47 89.54 89.03 88.49 88.69 87.67 86.04 87.29 86.92 86.12 86.39 84.51
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.85 88.57 88.92 89.37 87.91 89.72 89.64 87.97 87.96 88.04 88.13 90.23 89.13 86.42 88.50 87.69 89.08 87.95 89.15 88.86 85.84 86.70 88.52 85.43 88.57 87.95
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.28 88.94 87.69 85.82 88.84 89.02 87.97 88.81 88.24 88.33 89.51 89.20 88.15 87.62 89.81 88.52 86.59 88.67 89.26 89.26 86.72 87.38 86.99 85.05 86.33 86.61
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.03 88.98 87.56 89.22 87.22 90.21 87.86 88.31 87.97 87.30 89.83 89.41 87.99 87.30 88.45 88.90 87.54 88.25 89.99 89.71 86.27 86.22 88.94 89.81 88.71 86.53
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.37 89.79 89.81 88.14 88.46 88.22 89.20 88.71 87.79 86.67 89.31 88.93 88.94 87.66 88.17 88.98 87.85 88.72 89.76 89.42 84.55 86.59 87.59 83.93 87.22 86.14
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.04 89.31 87.35 88.00 87.33 89.23 88.07 89.00 88.33 88.30 88.47 89.37 88.90 88.92 88.35 88.47 90.04 87.22 89.56 88.73 86.10 86.58 88.10 85.15 87.91 88.62
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.24 87.48 86.53 87.91 87.95 89.65 87.07 87.68 88.19 87.72 88.65 88.54 88.97 87.55 88.40 88.90 89.73 87.95 88.37 87.89 85.51 86.25 89.05 87.65 88.41 89.40
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.25 89.07 86.61 88.37 88.24 89.00 86.76 89.43 88.15 87.96 88.82 89.23 89.94 88.07 89.02 89.29 87.64 88.33 89.23 88.75 84.69 86.12 88.69 85.82 87.52 88.19
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.35 88.40 87.25 87.68 87.18 88.96 87.90 88.11 88.32 89.68 88.66 88.52 89.09 88.27 87.79 88.34 89.46 88.78 89.48 88.09 86.99 85.46 86.74 88.25 88.02 83.65
942 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.45 87.06 89.16 88.38 89.35 88.32 89.01 88.48 88.08 87.76 89.65 89.66 89.48 87.97 86.43 88.48 87.28 87.33 88.16 89.32 88.45 87.73 84.79 87.15 86.90 86.29
943 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.63 89.62 87.45 86.91 86.93 89.26 87.47 88.40 88.41 88.82 89.34 89.01 88.17 87.95 89.18 87.13 89.31 88.74 88.52 88.67 86.64 86.31 86.54 86.73 86.08 87.82
1038 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.43 88.25 88.55 86.23 87.60 87.58 88.54 88.52 86.60 87.61 90.02 87.90 88.53 88.55 87.84 87.82 88.74 87.71 89.13 88.94 86.74 85.97 86.61 86.52 88.98 89.20
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.43 89.85 88.33 87.74 86.91 88.64 87.73 88.00 87.66 87.60 89.22 88.96 90.47 86.56 87.56 89.83 88.52 88.14 89.22 88.64 86.97 89.71 85.27 89.40 87.13 83.24
653 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.79 87.94 88.91 88.48 88.02 87.73 88.61 89.49 88.25 87.58 89.17 88.74 87.65 88.07 90.40 88.32 88.54 88.52 89.18 88.03 85.69 87.48 90.41 86.11 88.54 86.21
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.37 87.78 88.81 87.50 88.33 89.71 87.95 88.85 87.54 87.60 89.46 89.93 87.82 88.66 90.22 88.71 89.08 88.53 90.97 89.99 86.13 88.38 88.98 86.74 87.84 87.28
Size of the All data:  (144, 29)
Size of the Sig data:  (29, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
16 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.09 89.51 89.04 89.64 89.55 89.59 88.43 88.48 88.92 87.97 92.29 88.68 90.12 87.44 90.66 90.03 91.94 88.90 90.26 88.93 89.21 88.81 89.64 90.81 91.01 86.89
21 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.85 88.91 90.33 89.39 91.20 89.65 90.29 89.43 89.83 90.27 90.40 88.61 88.41 90.81 90.81 89.66 90.64 90.34 88.46 89.60 87.71 88.20 93.22 90.28 88.16 90.20
14 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.35 89.49 89.65 89.81 88.97 89.71 91.46 89.17 90.21 90.39 89.58 89.34 91.30 90.59 85.56 89.91 91.05 90.36 86.65 89.37 91.08 89.46 90.37 89.15 87.81 89.37
6 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.11 89.60 91.94 90.28 91.31 88.84 90.34 89.47 90.58 88.30 90.83 90.07 89.45 90.00 88.15 89.72 90.91 92.62 90.27 89.68 89.13 88.00 91.74 88.41 89.22 86.49
28 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.83 89.35 89.08 89.21 88.83 88.32 87.32 91.39 89.81 88.66 91.82 90.75 89.48 90.87 89.92 89.27 91.63 90.62 89.85 88.81 90.89 86.31 92.23 89.18 92.21 89.47
13 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.50 89.30 90.56 90.08 89.27 89.58 90.83 89.23 89.78 89.94 91.01 88.30 90.90 88.83 90.60 91.29 90.14 90.64 86.78 88.70 90.76 86.87 88.81 89.58 92.25 90.63
5 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.27 89.61 90.30 90.99 88.43 89.62 90.84 87.69 89.63 88.39 89.36 89.14 90.97 90.05 90.58 91.03 90.73 90.86 92.30 88.38 91.52 87.18 90.78 90.32 87.48 88.19
12 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.10 91.40 90.51 89.29 88.47 88.53 89.17 90.09 89.79 91.26 90.08 89.46 89.73 89.42 89.73 89.10 89.53 88.00 91.30 89.75 88.91 89.48 90.31 90.77 90.43 89.76
26 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.55 89.13 86.80 90.54 87.26 87.36 89.65 89.41 89.59 89.90 89.52 87.76 89.28 90.00 88.85 89.41 89.87 91.38 87.95 89.47 90.45 89.64 92.07 89.83 89.18 89.48
1 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.46 89.08 89.17 89.05 89.22 88.54 89.25 90.42 87.91 88.95 88.49 89.57 87.05 90.26 90.34 88.31 90.83 88.36 91.55 86.87 92.29 90.90 93.06 90.52 89.83 90.31
7 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.53 91.26 89.18 90.42 89.41 89.26 90.56 88.50 89.98 88.31 89.72 86.86 89.46 87.01 88.61 90.56 92.25 89.18 90.56 89.14 88.94 89.22 90.62 87.89 89.90 89.95
19 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.02 90.04 89.72 90.50 90.79 89.49 90.14 89.83 90.96 91.33 91.46 91.03 90.07 91.14 91.09 88.90 91.77 90.88 91.94 89.23 92.69 88.69 93.16 89.20 93.26 90.35
10 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.28 90.96 90.48 91.92 92.05 88.36 90.87 91.25 87.88 91.13 90.17 91.70 89.79 90.78 89.81 90.02 90.09 92.18 89.24 90.37 90.09 89.79 91.17 89.32 90.65 92.31
2 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.50 88.80 91.65 91.70 91.56 90.67 90.17 89.21 90.39 91.36 92.24 92.16 90.87 89.83 89.86 89.60 91.73 91.50 92.03 92.07 91.07 90.04 92.30 90.94 90.01 91.31
27 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.58 90.58 91.59 90.27 90.29 88.67 91.57 89.17 91.10 89.18 90.69 90.05 89.46 92.49 91.08 91.45 91.81 90.94 90.16 89.64 89.51 90.97 91.92 90.95 88.42 89.27
9 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.85 91.96 91.61 91.94 91.52 90.53 91.41 90.96 91.28 90.06 90.03 91.35 90.46 90.70 87.87 87.84 89.94 90.88 91.04 90.31 90.09 89.61 92.66 88.53 91.86 91.35
24 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.56 90.85 89.89 87.15 89.67 91.23 90.09 90.12 88.64 89.84 92.76 90.01 89.81 90.63 88.97 90.89 90.11 90.62 93.04 91.30 92.14 89.14 91.87 86.23 91.10 91.63
3 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.04 90.22 92.58 90.58 91.79 91.58 87.99 89.37 89.35 89.62 91.83 88.25 90.19 92.10 89.87 90.38 90.84 89.80 92.53 91.58 88.55 90.39 92.77 90.32 92.03 89.86
18 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.01 90.29 89.82 90.06 92.04 91.13 91.95 90.89 89.21 90.45 91.84 87.82 91.97 91.40 89.20 91.02 91.26 91.59 91.96 91.59 89.15 89.94 92.93 86.95 89.70 88.79
8 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 92.24 90.19 90.99 90.12 88.63 89.84 91.06 89.46 91.03 89.47 91.22 89.82 90.98 92.21 91.79 91.90 92.80 90.25 92.97 90.58 90.08 90.64 92.22 89.48 90.83 92.01
20 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.43 89.37 90.17 89.54 89.56 88.97 91.10 91.31 89.99 88.04 88.60 87.88 91.15 92.55 89.93 90.72 92.03 91.32 90.66 90.56 87.60 90.19 91.38 90.62 91.75 91.97
11 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.28 91.58 90.15 91.07 90.95 92.48 90.41 91.09 91.17 89.41 92.51 92.14 90.57 89.89 90.19 90.41 90.44 91.54 92.46 90.49 90.13 88.66 93.46 89.92 92.10 91.18
25 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.88 92.09 89.99 92.01 91.08 91.25 92.10 90.46 92.38 91.43 91.15 89.35 89.53 92.32 88.95 88.32 91.07 91.82 92.06 89.31 90.80 90.11 92.67 90.33 92.06 87.00
17 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.76 91.52 93.23 91.29 91.94 90.53 91.20 90.38 90.02 90.47 92.05 92.66 90.24 90.40 90.03 90.92 91.34 90.65 90.85 91.20 93.23 89.91 92.16 90.33 91.39 90.02
23 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.53 91.54 92.85 91.02 91.13 90.26 89.91 88.44 91.07 92.08 90.27 90.49 91.76 90.29 92.41 91.81 92.91 90.94 91.40 91.69 91.33 92.08 91.50 90.30 91.00 91.19
22 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.69 92.26 90.39 89.77 90.01 89.53 92.41 91.71 90.00 89.83 92.50 89.93 90.87 91.34 91.28 91.74 90.29 86.91 91.66 92.49 92.87 90.45 90.76 90.23 91.95 92.89
15 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.40 91.70 92.12 91.03 91.35 92.32 90.59 91.44 89.85 89.28 92.23 91.15 91.42 90.02 88.74 89.29 89.41 91.66 91.29 91.35 90.97 92.31 90.99 90.80 91.28 87.75
4 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.30 92.43 91.17 91.31 92.27 89.68 92.47 90.34 91.28 89.77 90.26 89.31 88.89 90.16 90.95 89.94 89.72 91.38 90.48 92.04 91.72 89.26 92.77 89.13 91.74 87.04
0 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.49 86.15 91.27 91.17 91.77 91.80 89.39 89.09 89.79 88.96 92.50 91.49 91.58 91.53 91.51 90.79 89.84 90.55 90.85 92.05 91.15 90.12 92.69 90.67 90.63 87.53
Size of the test data:  (29, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 89.173103 0.812809
mAP_valid_abs_values_11 89.129310 0.646617
mAP_valid_abs_values_12 88.987931 0.742185
mAP_valid_abs_values_20 88.914828 0.684312
mAP_valid_abs_values_2 88.601034 0.717119
mAP_valid_abs_values_13 88.589655 0.886593
mAP_valid_abs_values_6 88.583448 0.752696
mAP_valid_abs_values_15 88.576897 0.960789
mAP_valid_abs_values_17 88.516552 0.858867
mAP_valid_abs_values_16 88.453793 0.777819
mAP_valid_abs_values_8 88.359310 0.616794
mAP_valid_abs_values_18 88.347241 0.775509
mAP_valid_abs_values_9 88.290345 0.693580
mAP_valid_abs_values_4 88.097586 0.931058
mAP_valid_abs_values_7 88.072414 0.899046
mAP_valid_abs_values_23 88.049655 1.455108
mAP_valid_abs_values_10 87.998276 0.857505
mAP_valid_abs_values_3 87.888966 0.939359
mAP_valid_abs_values_5 87.888621 0.659771
mAP_valid_abs_values_14 87.824138 0.701409
mAP_valid_abs_values 87.806897 0.761071
mAP_valid_abs_values_25 87.662759 1.070517
mAP_valid_abs_values_26 87.135172 1.702390
mAP_valid_abs_values_22 86.738621 1.090955
mAP_valid_abs_values_24 86.642414 1.366590
mAP_valid_abs_values_21 86.421379 0.959068


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 91.801034 1.152601
mAP_test_abs_values_11 90.945172 1.233371
mAP_test_abs_values_17 90.928276 0.966056
mAP_test_abs_values_19 90.777586 1.659924
mAP_test_abs_values_25 90.663448 1.474404
mAP_test_abs_values_18 90.574828 1.270969
mAP_test_abs_values_3 90.559655 1.349768
mAP_test_abs_values_14 90.519310 1.306454
mAP_test_abs_values_21 90.484828 1.470410
mAP_test_abs_values_7 90.447241 1.244387
mAP_test_abs_values_4 90.384483 1.056512
mAP_test_abs_values_5 90.355862 1.367170
mAP_test_abs_values_2 90.316207 1.379245
average_map 90.304523 0.555434
mAP_test_abs_values_20 90.225862 1.348797
mAP_test_abs_values_13 90.198621 1.081427
mAP_test_abs_values 90.154483 1.224350
mAP_test_abs_values_16 90.145862 1.080474
mAP_test_abs_values_9 90.048966 1.010051
mAP_test_abs_values_8 89.924138 1.052855
mAP_test_abs_values_15 89.908276 1.380474
mAP_test_abs_values_6 89.907586 1.271300
mAP_test_abs_values_12 89.832069 1.487660
mAP_test_abs_values_26 89.799655 1.765981
mAP_test_abs_values_10 89.794828 1.112448
mAP_test_abs_values_24 89.689310 1.180439
mAP_test_abs_values_22 89.530000 1.364918
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_40 =  res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]

res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]


result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')


result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]

html_table = result_merged_mwu_40.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 19 89.173103 90.777586
1 11 89.129310 90.945172
2 12 88.987931 89.832069
3 20 88.914828 90.225862
4 2 88.601034 90.316207
5 13 88.589655 90.198621
6 6 88.583448 89.907586
7 15 88.576897 89.908276
8 17 88.516552 90.928276
9 16 88.453793 90.145862
10 8 88.359310 89.924138
11 18 88.347241 90.574828
12 9 88.290345 90.048966
13 4 88.097586 90.384483
14 7 88.072414 90.447241
15 23 88.049655 91.801034
16 10 87.998276 89.794828
17 3 87.888966 90.559655
18 5 87.888621 90.355862
19 14 87.824138 90.519310
20 1 87.806897 90.154483
21 25 87.662759 90.663448
22 26 87.135172 89.799655
23 22 86.738621 89.530000
24 24 86.642414 89.689310
25 21 86.421379 90.484828
Code
#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 56

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
20 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 83.70 85.00 86.68 85.90 86.78 86.39 86.40 84.82 84.02 85.14 86.37 84.25 85.19 86.25 84.33 87.04 84.78 85.23 86.44 87.05 83.56 83.43 81.72 82.97 82.85 83.12
21 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.42 84.21 86.12 86.92 86.20 87.07 85.00 85.90 86.78 85.28 87.85 85.51 85.82 86.39 86.62 88.74 86.65 85.40 87.81 86.86 84.48 84.08 85.69 84.13 85.44 83.39
22 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 84.53 86.24 85.60 85.85 85.95 85.40 86.25 86.25 87.05 86.96 84.37 86.67 86.21 87.58 86.52 86.57 82.83 84.76 86.07 85.89 85.69 84.66 85.51 86.78 83.69 83.04
23 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 84.66 87.44 84.85 87.81 86.88 86.07 86.86 85.66 85.10 85.43 87.26 86.01 87.14 85.15 85.11 87.39 89.04 87.25 86.67 87.14 82.98 82.57 83.93 82.43 84.71 83.85
52 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.42 85.93 86.18 86.55 85.76 85.90 86.14 88.20 83.78 84.62 86.05 85.15 85.36 84.98 83.46 87.60 85.59 86.71 87.52 87.03 83.64 81.99 82.99 81.51 84.54 83.63
53 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.74 86.47 86.32 87.19 85.86 86.17 85.34 86.63 84.96 86.14 87.61 87.59 88.75 86.70 89.00 86.77 83.95 84.70 86.55 88.04 83.93 84.59 85.96 84.62 86.39 86.31
54 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.33 87.35 87.39 87.29 85.32 87.86 87.90 85.63 85.26 88.16 88.11 87.71 84.39 85.97 87.02 86.74 86.13 87.58 88.53 86.93 86.08 83.74 83.95 84.17 88.13 84.21
55 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.57 87.65 86.97 86.42 85.76 88.75 86.75 87.18 87.84 85.82 88.75 86.78 85.08 87.32 88.20 87.43 85.04 87.17 88.05 87.89 85.74 84.86 88.47 83.69 86.71 24.01
84 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.57 86.80 87.33 87.86 85.04 86.90 86.24 86.75 86.77 87.43 87.41 86.73 85.50 82.98 84.55 87.05 86.23 86.43 87.05 85.29 82.86 83.79 83.58 84.14 86.04 85.29
85 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.70 86.89 85.93 87.30 86.34 84.99 88.03 86.42 86.19 83.71 86.53 87.59 87.46 86.86 85.37 88.83 87.09 87.99 88.41 87.80 83.24 86.15 85.31 84.71 84.85 86.15
86 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.39 86.69 85.51 86.26 87.32 88.02 87.22 84.13 87.82 88.24 87.74 88.70 88.12 87.49 86.26 85.00 86.62 86.87 86.42 87.80 83.17 85.06 84.35 85.92 85.29 83.58
87 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 89.14 84.99 87.89 86.75 86.88 87.21 87.44 85.54 87.11 89.42 87.97 86.86 86.01 87.34 87.39 87.23 85.63 88.46 88.65 86.51 84.54 84.42 84.23 84.58 83.54 83.89
116 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.45 87.79 85.65 88.80 86.13 84.79 86.12 84.46 86.37 86.14 89.39 87.05 85.77 86.91 85.73 87.61 85.11 86.91 86.49 88.22 84.35 82.32 84.78 83.83 84.45 85.78
117 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 84.73 87.05 86.14 87.55 86.80 87.86 87.19 84.25 86.77 84.80 89.39 88.32 87.00 88.65 86.40 87.40 86.77 86.47 87.48 86.27 82.92 84.23 86.62 83.47 85.74 85.60
118 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 86.17 88.31 86.72 87.24 86.82 87.48 86.42 88.59 86.37 85.52 88.70 88.14 86.16 86.66 84.72 86.51 86.77 87.76 88.30 88.12 84.28 83.88 83.31 82.95 85.24 85.93
119 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.77 86.69 84.64 87.46 86.93 86.91 85.78 87.38 86.06 86.91 87.34 90.36 85.31 87.28 87.01 88.65 86.81 86.47 88.40 88.29 85.42 85.73 85.06 84.40 84.76 84.29
148 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 84.59 86.79 86.20 86.24 84.27 86.14 84.65 88.21 84.63 85.36 86.95 88.24 84.53 87.04 84.61 88.07 86.74 85.12 87.67 85.70 87.51 84.23 83.32 84.78 83.72 83.28
149 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 85.43 88.05 86.34 85.73 83.42 86.14 86.87 88.38 84.74 86.29 86.62 87.48 87.10 88.43 88.50 87.47 87.79 85.79 87.98 86.29 84.79 84.07 83.86 86.57 85.73 88.67
150 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.97 86.87 85.31 86.94 87.01 87.76 86.73 87.41 87.83 86.26 89.64 89.44 88.95 87.26 87.16 88.48 86.92 87.79 86.58 88.78 85.44 84.46 86.38 85.00 85.08 84.43
151 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.92 88.74 86.49 89.33 86.59 89.19 86.78 87.40 87.55 88.20 88.12 88.27 85.29 88.91 88.09 88.61 87.24 89.51 86.16 87.11 86.32 85.14 86.17 82.88 84.21 85.64
180 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.12 85.30 86.48 87.43 83.89 86.58 87.30 81.51 87.39 87.38 87.20 86.50 87.86 85.02 85.81 24.01 87.39 88.81 86.46 85.78 84.05 86.48 83.80 85.50 82.80 82.59
181 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.85 86.82 86.08 86.46 87.46 88.53 87.10 85.15 86.46 88.35 87.37 87.99 88.50 88.49 87.58 88.06 88.39 85.31 86.25 89.20 85.86 84.13 84.14 87.91 85.71 86.43
182 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 88.09 85.73 87.01 87.32 87.46 89.03 88.35 24.01 86.21 88.27 87.77 86.69 86.59 86.14 87.16 87.71 86.67 87.25 84.60 88.16 87.65 83.55 84.54 85.37 84.33 85.61
183 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 87.50 89.67 86.84 86.91 86.43 87.44 86.41 88.47 87.18 87.46 88.19 87.08 88.79 84.59 84.70 87.65 88.80 86.01 88.41 86.74 84.68 86.20 85.94 86.33 85.04 85.77
212 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.11 87.18 85.53 87.99 86.99 87.33 86.64 85.39 85.73 87.35 88.14 87.17 86.26 86.12 83.67 85.52 88.02 86.81 84.01 86.74 86.50 83.20 84.50 84.72 84.42 81.73
213 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.81 87.30 87.61 87.00 87.54 87.98 86.03 87.37 87.39 87.62 87.22 88.16 86.78 86.48 87.63 86.95 86.71 87.79 86.19 86.41 84.97 84.59 86.82 85.60 85.10 83.38
214 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 85.14 87.39 86.34 86.11 86.20 87.27 87.19 84.59 87.63 88.78 89.24 86.94 87.34 86.39 84.55 86.08 86.11 87.44 86.01 87.10 86.18 82.82 88.43 84.19 81.97 87.42
215 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 85.91 85.99 84.81 86.62 86.27 86.83 87.59 85.45 87.45 85.67 88.81 87.76 87.11 87.22 87.12 88.01 87.85 89.27 87.46 86.43 87.33 83.27 85.25 85.25 84.34 83.94
244 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 85.68 84.26 86.64 84.66 86.97 86.17 86.34 84.51 86.48 86.18 85.77 86.62 87.16 87.32 85.22 88.53 87.99 88.13 87.32 86.79 85.99 84.52 86.25 82.11 86.35 84.74
245 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.36 86.32 86.37 88.08 85.69 87.45 89.14 87.47 88.01 85.46 86.00 87.91 87.20 86.81 85.39 88.14 86.44 87.29 88.02 87.55 84.61 84.82 86.34 86.06 84.74 85.12
246 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 85.64 86.98 86.22 24.01 87.91 87.41 86.96 87.24 86.70 87.02 87.65 87.29 86.35 87.74 87.81 88.67 88.17 88.38 86.22 87.01 83.88 84.91 88.33 85.34 83.60 84.76
247 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.25 88.00 86.52 87.05 86.57 86.66 86.69 84.74 86.95 86.57 88.62 87.30 88.05 88.11 87.28 89.86 88.06 87.18 87.42 86.97 81.88 84.23 84.39 86.19 83.94 85.21
276 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 87.66 87.28 79.60 87.00 86.48 88.79 86.38 86.70 84.14 87.65 86.84 86.95 84.63 85.90 86.36 86.75 86.99 86.35 88.55 87.49 83.11 84.98 85.09 86.59 84.53 84.03
277 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 85.14 86.30 87.78 87.21 85.82 87.35 87.52 88.19 87.48 88.21 86.10 87.95 85.97 86.50 87.91 89.70 87.66 89.43 88.62 88.42 84.79 85.43 82.57 82.27 83.13 84.44
278 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 87.32 86.72 88.01 86.43 85.86 87.70 86.93 88.73 86.31 85.39 86.63 87.40 87.82 86.85 87.54 88.67 86.92 86.67 86.78 86.57 83.76 86.75 85.54 84.89 87.63 85.88
279 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 86.74 87.29 86.91 87.95 86.00 86.05 87.81 87.08 89.32 87.00 87.67 88.03 90.16 85.51 86.86 88.30 87.59 86.27 88.05 87.91 86.18 84.68 83.68 83.59 84.14 86.84
308 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.46 87.53 85.62 84.32 85.09 87.87 84.72 84.97 84.57 84.20 86.56 85.46 87.69 87.59 83.48 85.05 83.15 85.57 87.66 87.11 83.32 83.80 83.69 84.95 85.04 82.06
309 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.76 86.58 86.76 85.12 87.13 86.34 86.10 87.62 87.59 86.84 88.19 89.69 87.43 84.46 88.15 88.41 89.12 87.16 87.41 90.96 86.91 82.80 85.50 85.11 86.50 84.50
310 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 86.80 87.68 86.19 86.34 85.82 87.41 85.98 88.41 86.07 87.81 89.36 89.19 88.44 87.15 86.69 87.85 86.95 87.58 87.60 89.07 83.99 82.92 85.62 83.68 81.90 84.09
311 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.47 86.14 84.85 85.69 84.82 87.36 84.34 88.56 86.33 87.07 89.79 86.27 87.53 88.61 86.78 87.26 86.82 85.60 88.16 88.42 83.20 83.59 85.90 84.78 85.30 83.29
340 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.78 86.05 86.55 85.85 86.24 88.43 85.04 86.76 85.61 85.41 86.78 86.35 84.13 86.38 85.67 86.65 85.33 87.68 89.00 86.61 83.44 83.06 87.11 84.55 84.08 84.68
341 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 79.97 88.37 86.73 86.22 87.55 87.75 89.86 88.83 87.75 86.55 87.87 87.67 88.14 86.22 87.99 88.20 86.18 86.96 86.52 85.20 81.91 85.85 83.14 85.11 84.87 85.23
342 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 86.10 87.58 85.95 85.87 87.00 86.81 88.14 86.22 87.10 85.53 86.51 87.57 87.11 84.43 88.50 86.34 87.08 86.00 87.56 88.96 83.34 83.75 84.31 85.16 84.17 85.97
343 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.55 87.20 86.04 88.85 85.42 87.15 86.91 88.17 87.73 87.64 88.52 88.78 87.20 87.22 87.26 87.90 85.36 87.82 87.29 89.21 87.23 85.62 86.67 84.93 84.45 85.25
372 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.67 85.91 83.89 84.69 86.58 87.57 85.95 88.09 87.38 84.82 86.65 85.46 85.60 86.11 85.49 86.85 88.11 85.86 86.29 86.84 82.65 81.76 83.63 83.15 84.09 82.61
373 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.30 86.88 86.53 86.93 87.30 88.25 85.83 87.12 86.99 87.49 88.18 87.57 86.39 87.51 84.62 87.00 85.15 89.18 87.76 86.43 84.72 85.63 85.98 85.74 85.16 85.12
374 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.61 86.53 85.37 88.29 85.63 86.83 84.90 86.47 87.21 87.99 87.38 89.70 87.96 88.00 86.36 88.26 86.86 84.93 86.95 88.67 86.35 84.42 83.60 86.75 84.38 85.19
375 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 85.87 86.72 88.56 88.10 86.03 86.33 88.06 86.97 85.26 86.23 88.75 88.51 85.57 88.86 86.60 88.07 87.76 87.74 85.73 88.90 86.91 84.16 84.25 82.97 84.90 84.43
404 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 84.39 87.62 85.82 86.02 86.97 87.48 87.99 87.47 84.90 87.29 87.51 86.20 86.63 87.12 84.49 87.06 87.65 87.22 88.05 86.79 83.96 84.54 85.20 84.45 83.69 84.85
405 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.89 88.03 87.71 87.77 86.40 87.04 86.25 87.29 86.05 87.03 86.54 88.25 86.45 87.51 86.63 87.32 87.80 87.08 88.58 86.13 86.58 83.85 85.95 86.85 85.04 84.00
406 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.20 85.55 87.04 86.76 86.40 86.47 88.03 86.54 88.14 85.46 88.90 86.39 89.96 88.32 88.19 88.03 86.71 88.56 88.41 88.78 84.70 84.16 85.29 80.85 85.92 87.31
407 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.04 86.15 86.13 87.52 86.57 88.70 88.69 85.81 88.48 86.82 88.38 87.15 87.68 89.74 87.01 88.35 89.33 88.89 87.06 87.69 85.98 82.69 86.83 84.56 84.18 83.51
436 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 83.59 84.54 84.41 88.68 86.16 86.21 84.26 85.82 86.07 84.94 87.70 86.66 87.66 86.82 86.43 87.48 84.29 86.90 87.79 85.74 89.05 85.21 87.20 83.97 86.09 83.87
437 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 86.82 86.49 86.19 86.63 87.05 87.50 89.31 86.55 88.61 87.74 87.64 88.59 89.75 86.67 85.77 87.32 86.75 86.63 88.42 88.36 86.20 83.73 84.75 84.48 84.71 83.50
438 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 85.76 87.07 86.04 88.48 86.68 86.38 85.51 87.14 89.62 87.00 87.91 88.63 86.92 88.71 86.78 87.31 88.66 89.13 87.98 86.44 84.73 85.81 85.60 84.88 84.00 86.33
439 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 87.66 88.31 85.74 85.61 87.68 87.33 85.73 88.44 89.24 86.82 88.34 89.65 87.46 86.45 88.00 87.64 87.37 87.05 87.92 86.53 83.52 86.09 83.81 86.70 85.19 85.40
468 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.29 87.22 86.65 85.26 83.43 87.11 87.54 88.30 86.96 86.41 86.01 87.16 86.22 86.72 84.42 84.82 85.30 87.62 87.05 86.51 83.64 85.19 87.85 84.96 84.20 86.04
469 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.96 86.90 87.44 85.38 87.34 87.47 85.82 86.93 87.64 86.26 86.77 87.34 88.01 87.97 87.38 88.23 87.92 88.06 89.02 87.63 85.41 85.03 85.51 86.18 83.47 84.82
470 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 84.60 86.71 85.54 86.72 87.88 87.50 88.04 87.56 88.36 87.32 88.18 88.40 90.63 87.07 88.94 87.35 86.47 88.74 88.56 87.89 86.91 85.65 86.84 85.81 86.15 85.10
471 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 84.79 87.01 88.37 88.20 85.93 87.62 88.02 87.62 88.24 87.79 86.39 88.54 88.69 86.65 87.38 87.16 87.12 87.36 87.22 88.48 84.67 83.46 87.83 86.75 84.18 84.71
500 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.40 88.35 85.50 87.21 84.98 87.64 87.66 88.28 86.30 85.10 87.18 86.76 87.59 86.93 85.95 88.18 86.73 85.70 88.47 87.27 83.77 83.63 85.27 86.60 85.25 86.09
501 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.96 86.88 87.91 87.29 86.18 87.30 86.82 87.87 87.51 86.69 87.18 88.35 88.21 87.08 87.03 87.37 87.30 86.89 88.15 87.67 86.29 84.93 87.35 88.41 84.82 86.45
502 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 85.23 88.54 85.92 85.32 88.12 87.11 86.46 88.16 86.50 86.31 88.59 87.71 86.66 85.68 86.13 84.87 86.93 87.84 87.55 88.50 84.71 84.13 86.58 84.98 84.25 84.22
503 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.83 86.34 87.68 85.34 85.02 86.90 87.25 88.41 87.49 86.06 87.41 87.89 88.61 87.90 87.34 87.46 86.24 86.78 87.77 87.40 86.94 85.01 86.22 83.94 86.95 82.79
532 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 85.88 87.61 86.87 87.47 87.78 86.92 87.69 88.50 86.44 86.35 85.98 87.78 87.48 88.40 85.45 86.97 85.28 85.03 85.80 87.35 84.34 83.88 83.67 84.55 83.76 82.51
533 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.94 88.63 87.07 88.42 87.44 86.61 87.54 85.24 88.64 84.66 88.94 87.66 86.13 86.66 87.93 87.13 88.13 87.29 88.54 87.83 84.36 85.52 84.11 86.57 83.11 85.55
534 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 87.10 83.98 87.19 88.07 88.12 87.57 87.98 87.13 86.51 88.26 86.71 89.75 87.64 88.19 85.40 89.95 88.17 87.28 86.75 87.39 85.34 84.82 86.70 85.77 84.91 85.64
535 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 86.90 87.54 88.54 88.17 86.00 88.36 87.72 87.38 88.58 88.09 86.71 86.96 87.16 86.58 88.15 88.11 87.30 88.67 86.89 88.90 84.48 83.80 86.50 86.15 85.63 87.07
564 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.15 84.58 88.73 85.82 86.16 89.40 85.14 88.11 86.48 86.79 86.95 87.87 87.30 86.30 87.39 86.59 87.63 86.32 88.02 86.31 83.44 83.62 84.18 83.71 85.19 84.26
565 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 84.47 87.22 84.68 88.43 87.44 86.76 86.70 88.44 88.22 85.80 86.60 87.61 87.85 86.34 85.29 87.53 87.29 88.79 88.25 87.75 86.41 84.15 86.13 85.10 86.43 84.48
566 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 84.05 87.41 88.07 85.44 83.79 88.45 88.46 86.48 87.87 87.57 85.98 86.06 86.95 88.13 86.78 87.81 86.34 86.57 89.02 86.64 85.33 86.00 85.40 83.86 82.97 86.74
567 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.27 85.93 85.16 86.08 88.84 88.21 86.67 86.49 88.19 86.75 86.24 88.62 86.98 87.86 86.25 88.12 88.14 86.40 86.99 87.49 87.41 85.22 83.83 86.02 84.95 84.35
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.07 87.81 87.48 88.42 87.88 89.55 88.82 87.91 88.22 88.48 87.88 88.96 89.21 89.26 89.97 88.35 89.22 89.23 89.61 88.19 89.74 87.85 89.17 87.17 88.25 87.18
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.74 88.96 87.56 87.99 87.91 88.99 89.21 89.99 88.03 89.30 89.92 90.68 88.72 86.83 87.53 89.26 88.05 88.71 90.51 88.65 89.54 87.13 86.40 85.82 90.18 86.01
598 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.24 86.87 87.72 86.90 87.64 89.02 87.78 88.92 87.34 87.66 88.52 87.85 88.58 87.54 88.97 89.25 88.20 89.00 90.18 89.05 87.58 85.89 88.91 85.00 87.67 86.70
599 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.79 89.12 87.51 88.97 89.14 87.96 88.50 88.07 87.61 86.90 89.81 87.92 88.88 86.88 87.76 87.61 89.56 89.17 88.78 90.74 87.06 86.09 88.89 85.40 86.92 88.44
628 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.77 87.53 86.17 88.21 88.12 87.96 88.59 89.71 87.23 87.76 89.12 88.74 87.45 87.58 88.93 89.37 89.06 88.00 89.12 90.74 87.75 85.82 87.79 86.12 87.19 87.22
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.46 88.01 89.91 88.01 87.26 88.58 87.46 89.06 88.27 89.01 88.97 88.12 88.35 88.82 87.45 90.10 87.01 89.30 87.87 89.62 89.71 88.42 89.75 88.41 88.19 88.68
630 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.51 88.42 88.47 87.82 89.65 88.19 88.07 88.61 88.30 89.75 88.68 87.93 88.78 87.98 88.29 86.89 87.99 87.74 89.67 87.86 86.60 89.14 86.84 87.09 87.67
631 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.75 89.02 87.64 88.84 87.44 89.66 88.79 89.35 87.31 88.48 89.78 88.37 87.95 88.06 88.04 88.73 88.20 87.94 89.38 88.93 86.53 85.84 88.95 86.48 88.44 87.85
660 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.82 88.68 87.66 88.88 87.40 89.06 88.08 88.36 88.36 88.75 89.04 88.63 87.89 87.65 88.95 88.83 88.49 88.81 87.51 89.54 86.81 85.72 87.48 88.24 88.85 86.07
661 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.07 88.81 88.50 88.12 88.21 89.21 86.65 88.20 87.78 87.78 89.16 88.50 88.25 87.72 88.49 89.12 87.31 89.36 87.38 89.29 84.74 85.22 86.98 86.63 88.87 88.71
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.06 88.50 89.10 87.80 89.24 88.28 88.29 87.77 86.54 89.26 88.52 88.62 89.23 88.83 88.20 87.94 88.26 89.52 89.39 89.98 86.18 90.00 88.58 85.53 86.87
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.40 88.53 88.15 88.01 88.12 89.69 87.84 88.85 88.97 88.69 89.29 89.99 88.93 88.92 87.01 88.72 88.72 88.40 89.98 87.64 86.07 87.51 89.17 86.85 88.50 86.04
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.98 88.20 88.20 89.21 87.95 88.05 88.23 87.88 88.55 88.27 89.59 88.82 88.61 89.02 88.91 89.19 88.55 88.97 89.56 90.49 87.56 85.42 88.97 86.26 87.26 88.06
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.08 88.51 88.47 88.85 89.65 89.49 89.14 88.08 88.27 87.57 89.51 89.14 90.15 88.00 89.56 87.77 87.02 88.91 89.21 89.39 86.93 88.13 88.97 88.25 89.91 88.13
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.25 89.18 87.86 87.89 87.59 89.31 88.12 88.54 88.00 87.61 88.25 88.68 88.23 87.42 89.25 86.72 89.54 88.81 89.03 89.81 90.13 84.50 89.35 84.67 88.04 88.27
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.71 88.01 88.41 89.93 87.70 89.44 88.76 89.16 88.40 89.41 89.20 88.29 89.32 88.95 88.85 89.52 88.22 89.15 89.46 89.66 89.37 85.92 88.31 86.51 86.01 87.05
724 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.25 88.96 89.21 89.45 87.21 89.17 87.19 88.37 88.45 87.35 88.76 88.46 88.75 89.44 88.27 87.61 88.79 88.25 89.72 90.52 86.09 86.14 88.45 86.41 86.03 86.33
725 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 87.71 88.23 87.70 88.78 88.03 89.27 88.21 88.04 88.16 87.63 88.08 88.77 89.38 88.49 88.17 89.19 87.83 87.81 89.65 90.08 87.71 86.61 89.00 88.35 87.03 87.55
726 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.71 89.16 88.35 88.55 86.99 89.50 87.54 88.76 88.56 88.90 90.20 89.15 89.00 88.83 88.87 87.82 86.80 88.70 88.98 90.19 86.59 87.20 88.15 85.76 88.43 84.08
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.31 89.67 89.48 88.82 88.10 89.25 87.60 87.34 89.50 88.21 88.20 88.84 89.18 87.06 89.63 88.86 88.36 89.27 89.76 87.95 86.45 85.79 89.15 86.87 86.53 87.63
756 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.20 88.42 89.24 88.46 87.50 88.76 88.74 88.93 89.00 87.77 88.32 88.81 88.41 88.36 88.39 89.07 87.26 89.18 90.30 89.37 84.26 85.90 86.99 87.06 86.11 86.25
757 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 88.44 86.84 88.66 87.96 87.88 88.96 88.70 88.45 87.22 89.01 89.44 88.72 88.43 87.68 89.05 89.12 88.63 87.01 88.72 88.37 86.06 87.68 88.09 86.12 87.71 85.71
758 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.89 88.69 87.98 88.33 86.12 89.71 89.77 87.17 87.46 86.98 90.52 89.73 87.78 87.62 89.90 89.04 89.32 87.78 88.78 88.56 85.27 85.64 85.43 86.91 87.43 89.71
759 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.62 88.36 87.80 86.66 87.02 88.70 89.06 89.34 88.96 87.79 89.89 89.35 88.65 89.06 89.14 88.68 88.50 88.46 89.23 89.21 87.40 87.13 88.00 87.05 86.90 86.29
788 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.85 88.75 87.26 90.69 87.45 87.31 87.91 88.52 88.70 86.91 89.29 87.56 88.55 87.34 87.68 89.23 88.17 87.59 89.72 88.05 87.75 85.93 88.74 86.70 88.06 87.05
789 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.29 89.17 88.03 89.04 86.98 88.25 87.48 86.91 88.93 87.23 89.72 86.86 89.00 88.44 88.47 88.80 87.75 88.48 90.41 89.38 85.58 86.46 86.13 86.07 88.49 86.62
790 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.26 88.71 87.97 88.04 87.21 89.04 87.60 87.64 89.70 87.56 88.79 88.45 87.37 88.13 86.25 88.18 88.06 88.29 86.63 88.27 87.63 86.13 86.73 88.40 88.78 88.31
791 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.53 88.07 87.80 89.12 87.74 88.15 87.81 88.75 89.17 87.36 88.85 87.31 88.97 88.50 87.51 88.74 87.43 88.00 89.23 87.77 85.40 86.87 88.94 85.75 87.49 86.17
820 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.35 89.66 88.86 86.71 89.70 88.93 87.89 89.71 88.52 88.32 88.84 88.99 89.03 88.73 87.70 87.32 88.75 86.94 89.10 88.40 88.22 87.21 87.84 89.08 86.19 87.57
821 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 86.51 88.54 86.46 88.24 88.96 87.71 88.38 87.92 88.64 87.43 89.55 89.75 89.29 88.79 87.65 88.02 89.24 88.12 88.06 90.02 86.89 85.33 88.04 88.95 88.68 87.27
822 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.59 89.43 89.18 86.43 87.58 89.14 88.28 88.16 88.69 87.83 89.11 89.93 89.09 89.13 87.73 87.61 87.14 88.63 89.19 89.92 87.99 85.51 87.20 88.96 83.37 85.12
823 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 87.95 87.40 86.68 87.30 87.38 87.37 86.26 88.45 87.67 87.79 87.60 89.63 88.49 86.29 88.20 89.42 88.01 88.64 88.10 88.11 87.62 85.58 88.40 85.65 86.97 87.05
852 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.40 86.76 87.65 87.20 88.58 89.21 87.56 87.47 88.03 89.24 90.22 90.24 88.59 88.16 88.23 87.68 87.53 87.86 89.45 87.70 85.75 87.14 89.44 88.81 86.33 84.95
853 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 85.99 86.54 88.23 88.46 86.37 89.19 88.48 86.90 88.83 88.00 89.53 88.65 89.67 87.32 87.03 87.29 87.63 89.95 89.62 89.70 88.13 85.97 86.44 87.70 84.83 86.04
854 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.47 88.42 88.60 88.03 89.13 87.55 86.79 89.67 89.18 86.74 88.50 88.17 88.35 88.24 89.33 88.83 88.67 89.63 89.15 88.93 84.45 87.09 89.23 85.71 89.63 89.29
855 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.26 90.56 88.56 87.00 88.38 88.20 88.80 88.81 87.88 87.36 87.39 88.97 88.23 86.66 88.86 88.48 88.17 89.34 89.42 88.69 89.23 86.93 87.60 85.83 87.32 86.91
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.58 89.92 87.46 88.57 88.36 88.34 88.77 87.31 87.24 88.05 89.21 90.91 88.20 87.53 88.21 88.85 88.01 89.75 88.44 89.38 89.30 87.62 89.37 87.17 88.24 88.75
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.90 86.41 88.61 89.62 88.70 88.91 88.61 88.95 87.69 87.72 89.72 88.49 88.05 89.58 88.90 87.41 89.84 87.92 88.88 88.81 88.09 87.34 88.51 85.40 88.02 88.16
886 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.10 89.21 88.26 88.77 88.62 88.74 87.38 88.49 87.94 87.83 87.91 88.67 88.53 86.77 86.66 88.05 88.10 88.89 88.97 86.81 88.64 86.10 88.19 87.75 88.33 86.29
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.38 89.85 87.57 89.93 87.85 88.56 88.90 86.96 87.18 87.52 89.97 89.60 90.38 87.86 87.69 89.27 89.52 88.80 89.88 88.56 88.09 85.87 90.27 85.57 89.68 87.18
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.38 89.62 89.00 88.17 88.36 89.10 86.49 90.02 87.66 89.01 88.69 88.92 88.32 88.77 88.96 91.17 87.82 88.98 89.99 88.52 86.20 85.74 88.59 87.32 86.03 85.38
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.43 88.51 88.68 88.72 88.16 90.50 88.66 89.30 88.88 86.73 89.69 89.02 88.44 88.27 87.09 89.87 88.32 88.52 89.20 89.34 88.79 87.74 89.69 85.60 86.87 89.53
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.08 89.72 87.86 87.28 87.86 89.02 89.10 88.66 88.10 87.50 88.68 89.77 89.32 88.62 88.56 87.72 88.49 88.16 89.42 88.39 87.91 85.12 88.89 88.45 89.70 86.89
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.69 88.48 88.19 87.38 89.41 88.43 87.11 88.80 88.27 87.64 89.11 89.18 89.20 87.83 87.90 87.77 88.85 90.79 89.57 89.88 87.86 86.44 89.45 86.29 88.35 87.25
948 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 86.46 89.46 88.60 87.72 88.51 88.23 87.99 88.10 88.31 87.56 88.26 88.49 85.90 88.56 87.22 88.97 88.11 91.16 89.24 87.31 85.59 85.01 88.46 87.53 89.17 86.50
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.15 87.04 88.45 89.10 88.86 89.69 87.50 87.73 89.01 88.61 87.71 89.67 90.10 87.58 87.77 88.95 88.27 89.21 89.46 90.19 87.80 87.06 90.10 88.73 87.85 87.73
950 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.23 88.42 88.68 88.37 88.92 87.31 88.10 87.21 88.89 88.77 89.95 87.29 87.90 89.06 88.92 88.83 88.36 89.40 88.29 89.16 87.39 85.53 89.31 86.58 88.43 88.06
951 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.95 88.40 88.19 89.03 87.94 88.99 87.55 88.97 87.19 88.43 89.17 88.72 88.42 88.07 87.38 87.99 90.28 89.01 88.83 89.21 86.28 88.25 86.96 84.93 88.36 88.19
980 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.34 89.91 87.95 87.92 87.83 88.50 87.61 87.21 89.53 86.73 87.95 89.46 89.37 87.90 88.95 88.51 87.96 87.68 87.45 88.78 87.20 85.03 87.84 87.89 89.39 88.33
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.43 88.94 89.21 89.08 87.44 89.02 88.15 87.25 88.92 87.68 88.70 89.16 87.34 88.52 87.98 87.52 86.79 89.82 89.96 89.70 86.50 86.60 88.93 87.46 89.21 87.76
982 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.38 88.96 88.88 87.79 87.51 88.80 88.57 89.24 88.44 87.48 87.97 89.92 90.43 88.23 88.45 88.00 87.64 88.26 89.77 89.07 87.95 85.98 86.39 86.33 88.18 86.79
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.50 88.52 87.08 87.87 87.59 88.10 89.82 89.19 86.95 88.25 89.50 88.10 87.80 88.67 87.81 87.39 89.66 87.46 88.91 90.43 88.58 84.41 88.82 86.06 88.70 90.09
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.73 89.16 88.68 88.51 88.11 89.48 88.79 88.56 88.00 87.08 88.38 88.65 89.74 89.47 87.89 89.90 88.47 88.42 89.44 88.92 85.66 88.17 88.30 85.39 89.44 88.84
1013 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 89.43 87.33 88.37 87.13 88.70 87.54 88.25 89.14 87.30 88.97 90.11 88.98 89.29 89.97 88.44 87.68 87.48 89.02 87.39 88.27 86.48 88.41 85.25 88.33 85.16
1014 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.35 88.71 88.27 88.56 88.61 89.09 87.91 88.77 89.57 87.39 89.38 88.76 86.99 87.41 87.39 89.04 89.31 88.78 89.74 89.35 88.81 86.75 88.14 87.39 88.06 88.39
1015 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.91 88.44 89.21 86.91 87.96 89.24 87.75 87.85 88.56 87.28 88.90 89.15 87.83 88.75 87.94 89.83 88.08 89.29 88.79 87.93 86.17 87.64 88.24 84.47 87.35 86.57
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.55 87.60 89.59 87.59 88.23 89.91 88.88 86.40 87.50 87.44 89.58 89.65 89.15 89.72 88.11 89.57 89.94 88.97 89.07 90.11 86.54 87.15 83.28 84.85 87.45 85.63
1045 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.20 88.32 88.10 87.66 87.90 89.50 89.29 88.61 89.16 87.76 89.14 89.41 88.23 87.84 88.01 89.20 87.20 87.77 89.54 89.46 85.52 87.00 87.20 85.13 88.68 84.23
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.94 89.01 87.36 88.19 87.08 89.58 88.99 87.91 88.30 88.02 88.52 90.60 89.11 88.55 88.81 88.55 87.93 88.42 89.85 89.09 89.47 86.86 87.06 86.04 86.89 88.17
1047 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 87.62 88.32 86.32 88.83 88.16 88.98 89.55 88.61 88.32 88.14 88.01 89.22 89.22 86.64 89.11 89.31 88.03 88.52 89.21 87.63 85.11 84.86 89.07 87.95 88.50 85.09
1076 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 87.43 89.57 88.25 88.76 86.20 89.15 89.26 88.70 87.90 87.24 89.20 88.15 87.63 86.86 86.25 87.41 87.85 88.66 89.26 87.86 87.97 86.83 87.43 87.25 88.72 87.06
1077 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.32 88.72 87.06 88.12 88.86 88.19 88.24 88.50 86.76 86.85 89.79 88.64 87.76 87.15 89.25 87.13 87.22 88.24 88.44 88.69 85.57 86.53 88.58 85.91 84.90 87.37
1078 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.93 88.12 87.20 86.75 88.67 89.30 88.34 86.85 88.47 88.72 88.72 87.84 88.01 86.82 87.06 88.70 88.67 88.02 88.05 88.60 85.38 87.06 87.97 85.85 88.89 86.03
1079 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.12 86.48 86.29 88.42 87.73 89.91 88.23 88.10 88.84 85.97 87.74 87.88 88.94 88.70 88.01 89.00 87.84 88.41 89.44 89.02 85.11 86.27 88.50 88.15 87.27 86.42
1108 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.70 87.95 87.05 89.40 88.35 89.75 88.88 87.98 88.01 86.89 89.11 88.73 87.73 87.68 86.59 88.44 87.74 87.40 88.70 88.88 87.05 87.75 88.79 87.09 84.55 85.76
1109 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.34 86.82 88.15 88.95 88.37 88.43 87.55 89.74 88.96 87.67 87.96 88.05 89.42 87.70 87.13 88.33 88.43 88.49 90.18 88.24 82.58 87.46 86.77 85.75 87.88 87.23
1110 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 87.33 88.72 87.08 87.91 88.48 87.48 89.44 87.83 89.67 88.91 89.37 87.05 87.35 88.54 88.94 88.26 88.75 88.15 89.04 88.92 83.00 85.36 88.73 87.21 87.43 86.91
1111 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 85.04 87.75 87.76 88.04 88.57 88.95 88.38 89.48 86.92 88.66 87.93 90.99 88.50 85.56 88.96 87.23 87.74 88.28 89.45 88.32 87.06 85.63 90.14 85.53 87.79 85.86
1140 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 87.56 85.83 88.58 86.77 87.73 90.25 88.24 87.98 88.02 87.10 87.62 87.80 89.15 88.36 86.40 88.88 89.02 88.49 88.50 89.89 86.95 86.86 88.41 86.13 84.47 89.77
1141 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.68 88.44 88.24 86.42 87.95 88.96 88.96 88.05 88.23 88.06 88.92 88.42 88.67 87.48 89.02 88.49 88.70 90.67 88.96 88.65 85.50 87.45 88.20 85.96 87.73 86.61
1142 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.40 88.08 88.68 87.60 88.08 88.32 88.77 87.33 87.98 88.35 87.57 88.30 87.55 88.48 87.00 88.93 87.71 89.39 88.22 89.82 86.46 85.69 88.23 84.46 86.98 86.31
1143 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.51 86.99 88.47 88.80 88.21 87.81 87.98 89.33 88.21 87.78 87.65 89.08 88.84 88.64 88.57 87.80 87.66 87.39 88.74 88.99 85.33 85.32 88.58 87.63 85.90 88.13


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
20 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 88.77 86.75 93.80 88.73 89.44 90.10 90.28 88.02 87.41 87.59 90.76 86.90 86.54 87.85 89.18 90.47 90.34 86.89 87.76 89.26 86.38 89.82 88.84 90.18 86.86 88.38
21 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 90.01 85.80 91.74 90.76 91.36 89.73 90.37 89.31 87.78 89.77 90.45 90.34 89.46 89.25 90.61 91.25 91.09 90.20 92.44 89.14 90.34 88.97 91.27 89.91 91.85 85.63
22 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 89.12 92.14 91.56 91.23 90.72 87.85 90.23 89.41 90.85 91.18 88.12 88.40 90.23 88.12 89.92 89.25 85.83 89.26 88.54 89.90 90.92 90.51 91.45 88.59 88.54 88.24
23 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 90.41 91.27 89.90 89.71 93.37 88.24 88.67 90.49 87.02 89.35 90.58 89.18 88.65 89.66 87.18 92.34 92.48 90.60 88.76 90.38 88.87 88.24 89.14 90.39 88.98 87.62
52 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 90.63 88.08 91.51 89.28 93.19 88.39 90.02 90.36 87.17 89.60 89.73 88.81 92.49 86.78 88.84 91.54 91.57 90.71 91.25 89.87 90.53 89.78 88.94 86.83 90.95 89.08
53 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.14 90.89 93.28 92.05 91.14 88.74 90.95 90.60 90.32 90.93 89.92 87.20 90.14 92.00 91.16 91.91 87.68 89.05 90.79 91.79 90.89 91.96 91.16 91.14 90.25 89.42
54 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.04 91.96 92.06 90.94 90.02 91.39 90.97 89.83 90.48 91.03 90.55 90.41 91.35 89.68 90.82 91.28 89.78 92.04 90.87 91.55 91.41 89.84 91.05 89.15 91.57 90.78
55 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.50 92.34 93.01 89.47 88.89 91.81 88.69 90.61 91.49 88.40 93.53 91.53 90.95 89.64 90.02 90.94 86.65 89.21 93.03 91.28 90.79 91.61 94.03 89.47 91.04 24.42
84 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.34 92.53 93.02 91.01 92.46 88.03 90.86 89.75 91.78 91.69 90.82 90.10 92.49 88.78 87.81 90.41 91.95 90.56 92.83 92.28 87.89 88.93 89.25 90.36 90.55 90.83
85 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 91.40 91.22 90.49 89.51 88.47 87.29 92.15 92.55 92.92 88.45 90.64 91.31 92.43 91.77 89.45 93.39 92.45 91.57 91.89 90.65 90.16 93.33 93.30 90.69 91.14 89.15
86 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.32 89.89 90.01 90.24 92.72 91.24 92.67 85.40 90.82 91.63 90.99 90.67 91.12 91.86 90.10 89.95 94.91 91.70 89.44 91.82 89.88 90.50 91.64 90.79 90.23 88.24
87 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 91.24 91.86 92.47 92.86 90.29 89.41 89.83 90.06 90.46 92.15 90.15 88.78 91.62 92.85 92.18 91.10 90.33 92.80 91.34 89.43 91.06 90.21 86.75 89.55 90.35 89.09
116 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 93.26 92.49 91.08 91.82 90.97 87.66 89.44 91.40 89.21 89.25 92.37 89.81 90.21 89.65 88.59 89.63 90.92 89.63 90.71 92.25 88.99 88.14 90.79 88.55 89.33 90.01
117 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 89.81 87.98 90.30 90.34 90.73 89.66 87.10 87.85 88.86 87.51 90.31 89.29 90.22 91.10 90.33 90.93 89.64 89.57 89.57 87.18 89.00 88.42 92.67 89.08 90.07 89.40
118 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 90.69 90.77 91.81 90.35 91.23 90.80 89.63 90.27 88.59 89.31 92.00 89.46 90.55 89.92 84.59 90.27 89.86 90.74 91.88 87.67 91.68 87.48 89.31 89.87 89.90 91.46
119 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 89.63 91.73 91.12 89.63 90.71 90.05 90.76 87.80 89.21 90.44 89.80 91.86 90.99 88.85 88.99 91.44 89.65 89.32 91.77 91.06 91.97 90.90 91.96 89.00 87.48 89.38
148 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.43 88.43 89.99 92.18 88.43 89.03 88.58 90.50 87.63 89.54 89.30 91.22 84.73 89.96 88.82 91.15 91.32 87.14 91.15 90.32 92.02 89.77 88.67 90.63 87.88 87.52
149 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 91.40 91.32 90.40 91.77 88.81 90.43 93.01 90.91 90.27 87.51 89.98 91.89 94.03 91.69 89.83 91.38 92.31 90.91 89.78 90.06 90.82 89.60 90.73 89.94 89.91 91.46
150 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 90.00 89.27 90.59 90.16 89.91 91.82 90.22 89.26 91.05 88.98 92.04 92.70 93.54 91.17 89.02 92.74 93.47 90.96 90.51 91.66 92.24 90.67 89.82 90.24 90.83 91.01
151 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 92.16 91.51 94.05 92.22 89.32 93.23 90.53 90.97 93.03 91.97 90.89 88.91 88.80 91.46 90.61 91.93 92.26 92.64 92.50 89.97 92.65 89.80 93.31 88.90 88.01 90.03
180 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 87.51 89.77 91.97 90.83 89.20 89.02 89.94 84.79 91.12 91.67 91.01 90.57 90.62 90.83 89.67 24.42 91.53 91.62 89.89 89.42 89.72 93.45 90.27 90.01 89.38 88.29
181 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 92.53 89.79 93.27 89.70 93.00 91.48 92.26 89.35 88.53 91.58 93.18 89.75 90.22 93.24 92.41 92.29 89.78 90.17 90.59 93.70 92.33 91.15 90.90 91.76 90.62 90.32
182 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 94.22 92.05 90.69 92.09 90.14 91.53 90.33 24.42 90.79 89.10 89.59 89.36 87.57 89.00 90.47 92.55 91.88 90.16 89.73 91.52 92.78 88.98 89.97 88.89 91.06 91.19
183 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 94.26 92.52 92.80 89.79 92.40 91.01 91.17 93.00 94.09 90.04 92.61 90.51 93.17 89.66 89.98 92.43 93.07 90.18 92.43 91.25 92.18 91.11 92.07 91.27 90.48 91.85
212 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 92.61 90.16 91.11 90.54 90.86 89.81 91.84 87.50 89.86 88.98 91.42 87.74 88.81 91.12 87.07 86.03 90.07 92.49 89.18 90.00 91.23 89.56 90.18 89.62 88.83 87.32
213 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.72 89.81 92.31 90.59 88.91 89.37 89.03 88.57 91.52 88.98 91.06 91.24 90.49 88.72 89.06 90.83 89.08 89.10 90.05 89.85 88.12 89.97 90.84 87.38 89.50 87.78
214 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 89.58 90.31 91.04 91.17 90.67 90.02 91.84 88.51 90.17 89.34 89.24 89.85 92.25 88.88 88.36 89.82 89.83 88.97 89.79 90.68 89.83 89.43 90.58 88.27 87.12 91.61
215 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 90.47 88.24 90.45 90.25 90.09 90.36 90.63 89.00 91.07 89.26 91.90 89.46 88.93 91.64 91.06 90.31 90.51 90.35 93.52 91.68 91.93 89.32 91.48 89.51 89.63 90.64
244 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 92.07 88.92 92.63 89.34 93.24 91.45 90.12 91.04 91.66 90.05 88.82 90.12 91.16 91.77 89.22 90.97 90.31 91.52 91.64 91.93 90.70 90.61 91.69 88.89 92.25 90.75
245 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 92.95 91.15 91.72 91.02 91.68 91.24 91.76 92.12 92.02 91.41 89.43 90.03 91.90 90.43 90.11 91.99 90.90 91.83 92.03 89.47 91.27 89.19 90.98 91.82 91.49 90.00
246 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 92.01 91.65 91.17 24.42 92.22 91.80 89.60 89.22 92.32 89.57 90.04 88.86 89.99 93.42 89.52 93.52 92.46 91.85 88.73 88.12 89.27 91.42 92.37 89.07 87.86 86.71
247 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 88.88 92.79 90.06 89.79 90.94 89.18 88.15 88.19 90.66 89.32 93.03 89.26 91.45 91.14 88.59 93.00 91.74 90.96 90.61 90.04 90.25 90.16 90.55 89.60 88.50 90.33
276 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 90.09 91.56 84.63 90.21 89.71 90.51 89.79 91.71 89.77 90.23 90.88 90.26 88.99 91.85 90.46 90.84 92.48 89.31 90.10 92.00 89.17 90.54 91.58 91.39 90.18 90.56
277 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.55 91.29 93.51 91.00 92.88 90.61 93.30 90.61 92.23 90.71 89.30 91.04 90.93 91.71 92.51 91.50 92.82 93.28 92.93 91.92 89.61 90.57 91.01 88.28 89.32 88.64
278 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.77 90.95 93.23 88.26 90.34 90.01 91.76 90.77 91.18 90.83 91.10 91.31 91.54 90.51 91.53 90.27 90.49 90.28 92.97 91.25 89.19 92.75 92.10 88.83 91.67 91.30
279 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 91.96 91.20 90.87 93.95 90.80 89.00 91.68 91.24 92.08 90.69 91.43 92.67 92.93 91.43 88.56 94.49 91.47 90.36 92.84 90.36 93.40 88.97 91.68 89.00 88.24 88.83
308 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.72 91.98 90.40 87.33 88.78 89.36 90.68 89.50 88.70 88.23 91.48 87.64 90.85 91.18 87.39 87.07 86.06 88.37 89.39 88.34 90.52 88.93 91.03 88.50 91.27 86.18
309 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.49 90.95 90.68 88.21 91.74 91.43 89.59 91.29 91.43 90.93 88.23 91.21 92.09 89.54 90.46 93.31 93.17 92.15 91.73 93.57 91.76 87.44 90.16 88.96 90.42 90.54
310 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.31 91.39 89.37 89.86 91.20 90.55 90.19 90.36 89.18 89.92 91.97 91.33 92.76 92.94 88.98 89.27 89.63 89.30 90.50 89.19 90.55 91.75 91.42 90.82 88.78 91.22
311 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.19 91.55 90.09 88.94 90.29 90.19 86.77 90.86 91.47 90.20 92.46 86.86 91.43 91.36 89.77 91.63 89.70 89.60 93.39 92.16 88.58 90.48 90.66 90.37 89.81 87.83
340 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 92.77 90.60 90.34 91.16 92.16 91.01 89.89 91.77 91.18 91.25 91.96 90.36 90.36 92.20 90.40 91.47 90.30 91.22 93.47 89.69 89.37 90.33 92.37 90.66 89.87 89.64
341 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 83.18 92.18 91.17 90.64 91.20 89.94 91.57 91.91 90.83 87.99 91.00 91.93 93.32 89.29 88.46 90.96 89.33 89.25 89.87 88.70 86.03 89.71 90.22 90.81 88.57 89.17
342 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.98 90.76 88.81 91.13 91.96 90.05 90.56 91.32 91.44 87.20 91.16 91.19 92.08 90.95 91.40 91.17 91.80 87.25 91.89 91.18 90.95 90.12 90.86 90.92 90.83 88.81
343 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 91.79 91.04 93.05 92.29 90.38 89.99 89.78 91.51 92.01 88.88 89.87 91.69 89.24 92.41 90.42 90.70 89.87 93.53 92.51 90.96 93.10 90.68 92.77 90.56 89.42 89.62
372 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.56 90.86 88.54 88.66 92.92 90.85 88.33 89.71 90.79 87.73 87.49 88.31 90.40 88.65 89.26 90.00 91.65 89.73 89.71 91.34 90.46 85.15 88.94 88.68 89.05 88.28
373 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.33 91.94 87.66 91.00 91.80 89.96 89.38 91.05 90.14 92.76 91.91 88.34 91.52 91.27 88.17 92.13 89.88 92.84 90.62 90.09 90.27 90.97 91.47 90.52 90.96 90.30
374 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.73 88.59 89.51 93.02 91.30 89.68 89.61 89.30 89.99 92.74 92.45 91.71 91.49 92.59 89.31 91.36 92.40 88.93 90.73 91.40 91.92 89.96 87.76 92.15 89.28 90.17
375 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.61 88.58 93.24 91.82 90.48 89.60 91.19 92.32 90.01 89.68 92.35 90.33 90.91 91.87 89.17 92.01 92.48 91.71 91.68 91.09 92.71 91.39 91.60 91.70 91.04 90.00
404 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 90.27 91.32 91.17 90.10 92.16 90.99 91.47 89.25 89.08 91.50 90.38 88.55 91.01 91.08 88.43 91.77 90.13 90.12 89.94 90.21 90.50 87.20 91.17 87.85 88.26 90.76
405 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 91.02 91.82 92.51 91.81 90.24 91.75 90.28 89.83 89.10 89.59 90.58 89.47 88.21 91.21 90.85 91.80 89.89 89.29 91.19 90.39 90.86 88.16 90.10 91.36 88.43 88.05
406 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 89.19 89.22 93.89 88.22 92.31 89.48 93.20 89.88 90.28 86.81 91.44 89.60 91.53 92.90 90.27 91.39 89.95 92.71 92.90 91.97 91.28 91.02 92.82 87.09 90.26 91.78
407 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 90.54 90.84 90.00 91.17 91.15 92.05 90.96 89.17 92.01 90.42 89.13 89.14 91.67 91.35 89.46 90.71 90.72 92.81 91.57 90.66 90.57 87.86 90.83 92.27 89.50 88.72
436 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 90.82 88.15 91.28 93.68 91.53 89.83 90.62 87.11 91.17 87.64 92.67 90.73 90.36 88.92 92.04 90.76 89.02 89.49 89.97 89.20 91.43 91.28 90.96 90.28 92.23 89.84
437 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 91.37 88.69 91.40 90.02 91.12 90.47 90.39 91.26 90.55 89.93 92.05 91.14 93.66 90.13 89.69 91.41 90.45 89.10 91.61 91.72 89.10 88.15 89.89 90.03 89.85 88.34
438 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 90.58 91.54 93.02 91.18 92.07 90.35 88.88 92.38 91.54 90.00 92.11 90.89 92.10 91.73 89.91 89.60 94.42 91.83 92.98 90.11 90.98 91.46 92.30 88.68 89.73 91.27
439 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 93.38 93.98 90.01 89.22 93.03 90.32 91.37 93.30 92.86 88.96 92.80 92.69 91.37 92.07 88.28 91.27 90.52 90.65 90.71 91.22 89.53 91.99 90.83 89.52 89.66 91.02
468 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 90.98 91.50 91.32 87.42 88.39 91.15 90.37 92.00 89.73 92.27 91.30 89.75 91.05 89.93 87.97 87.91 88.69 91.38 91.80 90.60 89.14 90.12 92.73 91.07 88.08 90.60
469 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.30 90.36 93.68 90.58 92.99 89.17 90.61 90.15 92.58 91.10 90.46 90.49 91.07 94.07 91.17 90.15 93.55 93.39 92.00 89.84 91.31 91.69 92.65 88.59 88.50 89.64
470 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 90.07 90.52 92.04 90.82 92.17 90.32 89.90 89.48 92.79 90.21 90.23 91.68 92.06 92.38 92.02 89.49 91.04 91.63 91.94 92.22 91.52 89.73 91.51 90.89 91.78 89.96
471 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 91.98 93.55 92.38 93.46 91.44 89.31 94.18 89.61 91.29 91.30 89.97 89.19 90.49 89.54 91.54 90.96 91.14 92.02 91.69 90.97 91.05 89.25 92.68 92.23 89.53 90.30
500 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.65 91.11 92.44 89.87 88.34 89.89 90.06 93.69 89.92 88.60 90.00 90.29 92.31 90.58 88.36 91.12 90.34 87.71 90.68 88.98 90.98 89.25 89.74 90.65 90.22 88.86
501 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 94.29 88.89 90.74 91.21 90.51 89.82 90.61 90.79 89.87 90.73 89.02 89.86 91.31 90.49 89.92 91.82 90.12 89.11 90.67 90.22 94.41 90.96 90.88 93.25 91.05 88.32
502 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 90.05 90.61 91.22 88.93 92.34 89.97 90.63 90.11 88.60 88.82 91.42 88.96 88.58 87.61 88.08 87.87 90.92 91.39 92.67 90.34 90.49 88.41 91.87 91.44 90.92 89.66
503 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 91.33 90.12 93.47 87.75 90.98 90.00 92.03 91.31 92.81 90.22 88.50 91.75 89.20 91.93 90.99 92.73 90.56 91.22 90.47 91.33 90.03 90.15 91.93 89.25 90.41 88.41
532 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.12 90.12 91.34 90.52 92.62 90.23 91.48 90.46 89.60 90.22 87.77 91.81 92.69 91.23 87.52 90.22 89.69 88.12 89.46 91.13 89.09 88.63 88.27 90.96 90.26 87.82
533 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 93.35 91.95 93.70 90.89 91.44 91.46 91.29 90.57 93.00 90.56 92.00 90.22 89.15 91.00 90.15 91.39 92.57 92.29 92.85 91.38 89.60 90.58 89.57 91.17 90.70 90.64
534 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.12 90.25 94.36 91.99 94.94 91.09 91.29 91.04 90.84 91.77 91.85 92.86 92.01 91.75 91.94 93.46 90.22 91.20 90.26 90.93 89.38 92.34 91.84 91.23 90.25 89.65
535 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 90.50 92.08 92.44 93.36 92.21 90.05 91.15 91.74 92.14 89.27 90.97 89.08 90.75 91.09 91.69 93.01 89.35 91.47 91.21 91.93 90.88 89.75 91.18 90.59 90.40 92.74
564 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 91.13 87.22 92.54 89.51 91.15 92.02 87.92 92.01 91.39 91.45 91.01 90.48 91.65 88.72 92.68 92.25 90.76 91.04 91.22 90.70 89.32 90.34 88.70 89.89 90.04 90.32
565 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.65 90.74 90.24 87.84 91.50 91.35 90.91 90.55 91.42 91.96 91.62 89.70 93.11 90.63 89.21 89.81 89.71 92.97 92.76 91.51 89.78 92.58 91.65 90.10 91.51 90.24
566 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 89.13 92.77 91.24 91.39 89.80 89.80 93.18 92.48 89.97 91.34 89.20 90.94 92.09 92.50 89.42 93.20 91.27 89.48 93.57 90.24 90.65 91.06 90.10 89.71 89.41 92.24
567 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 90.20 88.82 90.80 89.95 93.48 91.71 92.34 90.78 92.81 91.11 91.51 93.23 92.68 92.40 90.64 93.58 90.37 91.16 91.10 91.27 93.42 90.37 92.45 88.79 89.59 89.80
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.50 89.03 91.28 88.70 91.08 89.72 90.27 89.77 89.22 90.11 91.33 88.01 88.89 89.70 90.05 89.76 90.71 91.76 91.00 89.98 90.31 89.07 91.76 88.88 91.28 88.45
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.70 89.31 89.59 89.59 90.11 85.92 90.04 90.51 90.57 90.98 91.39 90.78 90.78 89.86 89.35 89.15 90.07 88.97 88.85 90.63 91.16 87.19 90.84 90.82 92.79 90.60
598 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.32 89.48 87.57 89.18 88.56 89.42 91.73 90.18 89.48 90.06 90.83 87.40 89.73 90.57 89.73 90.45 90.65 90.82 89.67 88.38 89.19 88.83 92.19 87.67 92.04 87.89
599 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.53 90.05 90.23 91.21 92.33 89.56 89.92 90.09 89.82 90.66 90.64 87.62 89.96 89.17 88.63 89.89 91.10 90.68 91.02 90.21 87.74 89.65 90.85 88.51 88.69 90.30
628 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.99 89.67 88.08 90.12 91.08 88.59 89.59 89.07 90.31 90.83 91.93 90.93 88.84 89.30 90.05 90.25 91.78 89.14 91.04 91.52 90.64 86.31 92.38 89.28 90.39 89.52
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.71 91.25 91.30 91.08 90.99 90.97 90.67 90.54 91.00 90.67 90.50 88.62 91.06 90.87 89.57 88.64 88.79 91.27 91.05 89.85 91.86 90.19 93.03 92.04 89.96 90.22
630 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.63 92.29 91.46 91.15 90.24 89.95 90.08 88.91 89.13 88.63 90.51 89.85 88.80 90.16 89.49 90.66 90.29 89.98 90.77 91.27 91.08 89.57 92.87 91.43 90.88 90.75
631 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.60 88.91 91.13 92.04 88.44 91.65 91.31 89.38 88.48 90.03 90.49 88.08 89.84 91.21 89.60 88.98 90.88 91.85 92.06 90.78 91.10 89.06 91.26 90.45 90.97 91.22
660 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.97 91.61 91.39 91.18 91.69 90.90 90.52 91.05 92.21 91.40 92.27 90.04 91.49 90.67 89.12 90.76 91.79 90.30 92.49 92.01 90.02 88.97 93.51 90.36 91.42 90.19
661 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.81 91.66 92.84 90.15 89.62 91.75 88.83 90.08 89.84 91.30 86.34 89.78 89.86 89.96 90.07 90.02 90.85 89.09 91.00 89.61 89.12 89.17 90.42 91.19 91.94 89.85
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.93 92.29 91.81 90.67 92.73 92.19 91.29 89.83 89.91 89.83 92.15 90.96 90.11 91.86 90.27 90.40 90.27 90.85 91.29 89.69 92.71 89.64 92.73 91.94 91.35 90.90
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.77 90.07 92.13 92.50 92.04 91.53 92.58 90.45 91.77 88.92 91.51 90.57 91.83 92.41 87.77 91.16 90.38 90.55 93.27 89.17 90.25 89.37 92.06 90.36 91.38 90.31
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.03 90.10 91.92 90.79 89.25 88.44 86.26 90.88 90.30 89.50 87.44 91.01 88.93 89.46 90.52 90.47 90.67 91.03 89.73 89.53 89.29 88.81 91.52 90.13 89.13 88.43
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 91.24 90.31 91.66 90.40 91.49 89.83 89.87 87.09 88.50 90.54 90.24 90.61 90.73 90.57 90.28 90.14 89.48 91.10 92.69 89.34 90.07 90.20 93.55 89.90 91.19 89.75
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.98 89.82 87.81 87.66 90.08 86.95 87.39 89.63 88.21 88.47 89.66 89.23 88.31 88.35 90.58 89.33 90.75 91.04 90.15 90.26 91.80 88.66 91.93 87.97 87.56 89.22
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.66 89.05 89.09 89.59 89.83 87.01 89.54 87.22 90.91 89.46 88.37 89.65 90.29 90.17 90.58 90.79 90.77 90.74 91.27 89.22 89.22 89.22 91.49 89.80 87.98 87.81
724 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.36 90.62 92.03 90.81 89.79 91.03 91.57 89.33 91.05 88.17 91.14 89.88 91.50 91.11 89.11 91.61 91.88 91.09 92.53 90.69 90.76 88.79 91.47 90.22 88.20 90.86
725 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.23 92.26 91.42 91.19 89.53 90.30 89.97 90.43 90.54 89.90 88.03 88.59 89.30 90.04 89.93 89.89 91.57 89.29 91.28 90.64 90.07 90.65 91.59 90.90 89.32 89.38
726 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.34 90.36 90.92 91.53 91.53 91.27 91.75 90.56 88.80 89.12 91.95 91.31 92.91 92.48 90.90 90.99 89.37 91.08 92.30 88.65 89.76 89.74 92.45 89.93 91.17 88.71
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.14 91.56 92.08 91.35 91.83 90.54 90.60 88.26 90.31 91.03 89.97 89.63 89.50 90.15 89.93 89.87 87.35 90.92 92.21 90.06 90.13 89.05 92.02 91.44 90.81 89.25
756 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.18 91.11 92.74 92.16 90.00 92.47 91.30 91.03 90.75 90.61 90.65 91.93 90.33 90.71 87.95 91.26 90.33 92.30 92.27 91.45 88.14 89.18 91.39 91.64 88.62 90.40
757 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.77 89.84 91.37 91.01 90.27 92.03 91.19 90.70 91.25 89.34 92.76 90.10 89.82 90.80 90.05 90.53 93.19 91.48 91.08 91.44 90.11 91.07 92.67 90.97 90.51 89.42
758 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.06 90.04 92.24 92.55 90.83 91.72 90.53 90.99 89.48 90.12 91.91 91.00 90.41 89.39 89.64 90.46 90.73 90.41 92.28 88.26 90.34 89.02 92.62 90.19 91.33 91.06
759 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.52 91.57 92.29 90.28 91.06 91.79 90.83 92.33 90.00 89.28 92.00 90.75 91.42 91.19 90.56 90.39 91.82 91.98 91.76 93.27 89.65 89.21 92.81 89.98 91.18 91.17
788 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.85 90.91 88.75 89.35 91.18 89.56 91.09 90.74 91.08 89.01 91.74 88.17 88.13 91.15 89.61 91.54 90.10 89.03 91.82 88.45 91.51 90.44 92.76 90.15 90.87 88.08
789 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.60 90.04 88.69 89.98 89.92 89.33 89.07 88.83 88.51 88.54 89.82 88.40 91.06 89.48 88.93 89.40 90.29 89.89 91.34 87.68 89.51 87.26 91.34 89.72 89.61 89.88
790 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.81 90.55 90.09 90.48 89.41 89.31 89.24 89.02 90.80 90.18 90.43 89.72 89.01 90.30 87.84 90.63 91.77 89.29 89.36 87.36 88.73 89.29 89.66 91.67 87.79 90.07
791 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.30 90.80 91.39 90.53 90.78 86.54 91.55 87.98 89.23 89.75 89.81 88.14 92.06 90.54 89.03 92.04 91.00 90.05 92.78 89.01 88.71 87.91 91.76 89.20 89.13 88.84
820 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.59 91.28 91.74 90.01 91.74 90.22 89.11 89.71 89.75 89.81 90.71 90.49 89.24 90.83 89.94 89.85 92.29 90.59 91.57 90.67 90.33 91.56 91.38 92.29 89.64 90.85
821 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.08 90.57 90.93 89.35 91.33 90.16 92.29 90.58 87.21 88.81 90.34 90.59 89.60 89.60 91.26 90.37 91.82 90.78 88.49 91.83 88.89 88.63 92.77 90.94 92.22 89.54
822 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.70 91.60 90.71 88.71 91.53 91.56 90.96 90.74 90.14 90.84 90.50 91.30 89.85 90.27 91.47 90.78 91.21 88.96 90.90 92.21 92.11 88.27 91.72 92.31 86.83 87.52
823 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.74 90.33 91.25 91.54 90.95 88.61 89.35 90.05 90.44 89.66 89.30 88.71 91.00 88.30 88.96 91.37 91.55 90.70 91.72 90.59 92.01 86.75 91.29 89.58 90.74 90.46
852 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.99 90.48 91.33 89.61 90.53 90.54 90.88 89.05 90.81 89.23 91.45 92.04 90.22 90.84 90.38 91.67 91.57 89.69 91.22 91.88 90.01 89.13 93.29 92.19 91.13 87.59
853 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.41 91.05 90.81 90.02 91.14 91.48 91.29 90.37 90.17 90.45 92.23 90.79 91.79 91.78 91.74 89.00 90.87 89.14 92.81 90.81 89.75 89.46 93.04 90.96 91.03 89.08
854 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.84 90.53 90.41 91.15 90.80 90.88 88.80 92.57 89.81 89.64 90.91 92.61 90.81 91.14 89.51 89.18 92.07 90.91 92.26 89.56 90.19 89.99 92.08 90.08 91.74 91.90
855 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 91.31 92.35 91.79 89.90 90.68 92.03 92.38 89.43 89.18 88.32 92.27 89.85 90.07 87.96 90.30 91.42 89.88 91.59 94.02 90.98 92.15 91.80 92.17 89.31 91.69 91.30
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.29 90.52 88.43 89.62 89.84 88.33 89.19 89.04 92.30 89.01 92.13 88.60 88.65 89.64 90.68 90.97 90.38 91.87 89.64 89.69 90.96 89.41 90.95 91.80 90.63 89.75
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.98 90.04 91.17 90.93 91.38 90.56 90.24 91.30 88.08 90.32 91.51 89.41 89.71 89.72 89.26 88.29 92.81 90.16 90.71 91.23 90.22 89.74 91.71 89.10 89.52 89.12
886 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.31 88.59 90.20 90.82 91.07 90.09 90.32 90.33 91.10 89.21 89.58 90.81 91.65 89.84 88.69 88.67 89.24 92.68 89.84 86.23 92.67 88.50 90.97 90.24 90.52 88.66
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.26 91.80 92.12 90.32 91.25 90.64 90.98 89.04 89.93 89.71 90.95 90.72 91.47 88.90 89.55 89.48 88.28 89.54 90.52 88.21 90.63 88.95 92.35 90.00 90.13 87.85
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.08 92.06 92.01 90.05 92.36 90.43 91.91 91.36 90.75 91.18 91.60 87.70 88.51 91.34 91.16 90.63 90.94 89.76 91.23 88.83 90.05 90.14 91.87 91.20 87.36 87.25
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.32 92.01 90.18 91.33 89.70 91.79 89.71 92.28 90.64 88.67 89.12 89.85 90.17 92.40 88.92 91.00 90.73 90.91 92.56 90.69 91.63 88.88 93.02 90.52 89.19 91.27
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.09 91.26 88.73 90.33 89.52 90.28 91.28 89.83 89.95 90.62 91.86 89.94 89.74 90.78 89.25 90.54 92.04 90.28 90.77 90.39 91.44 87.59 92.68 91.80 90.22 89.37
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.08 90.00 90.60 89.20 90.39 89.14 90.19 91.21 90.93 91.73 91.99 90.31 91.27 90.42 89.39 90.37 91.02 90.21 90.72 91.56 90.53 89.18 92.10 90.26 90.82 90.14
948 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.06 90.52 91.58 90.68 89.94 91.19 91.41 88.70 90.08 91.40 90.74 89.62 86.91 91.50 89.65 89.03 91.63 91.75 91.87 91.83 89.62 89.70 93.22 90.78 92.85 90.40
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.98 89.98 92.08 92.61 91.51 91.11 89.56 90.22 90.59 90.99 90.44 91.75 91.28 91.79 89.56 91.47 90.04 91.12 90.80 90.52 91.82 88.65 91.92 91.21 89.98 89.33
950 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.00 90.38 89.40 90.17 91.39 87.14 92.03 88.59 90.77 89.34 93.74 88.65 87.66 91.34 90.46 92.82 89.71 90.31 90.89 89.09 90.98 88.60 93.05 91.19 90.69 91.64
951 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.29 90.56 91.64 93.40 90.46 89.62 90.26 91.09 89.85 93.10 91.24 90.50 90.11 89.84 91.40 90.97 91.52 90.54 93.38 92.32 89.00 91.30 92.11 89.08 91.08 89.40
980 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.09 90.09 89.90 91.45 89.42 89.60 88.16 89.09 90.06 88.64 88.42 88.84 89.03 89.21 89.84 89.93 90.84 87.54 89.76 91.68 87.84 86.16 91.83 89.38 90.72 86.72
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.47 89.09 90.05 90.08 88.43 90.08 90.06 88.60 89.97 89.21 90.50 90.95 87.02 90.01 89.13 89.49 88.27 89.44 91.57 90.03 88.15 89.78 90.93 90.68 92.19 88.96
982 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.29 89.35 89.53 90.01 90.33 90.28 89.58 89.62 88.03 90.58 89.40 90.72 90.53 89.17 89.74 90.26 91.55 90.37 90.54 88.48 91.06 89.05 90.97 89.82 89.77 89.07
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.37 90.54 88.68 87.75 89.85 87.17 88.88 90.29 89.52 90.19 91.48 87.60 89.21 90.17 88.33 87.53 91.11 89.54 88.66 91.31 89.37 88.04 90.41 89.39 88.17 89.90
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.59 91.38 90.28 90.28 88.19 91.05 90.10 90.45 90.57 89.76 91.11 89.08 91.18 91.83 89.64 90.03 89.67 92.13 93.17 90.99 87.77 91.18 91.59 89.66 92.28 90.35
1013 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.25 89.56 91.75 89.80 88.08 89.01 88.46 88.76 90.04 91.08 91.37 89.26 91.04 90.58 91.78 90.47 89.58 91.09 92.53 91.12 92.25 88.22 92.05 88.35 89.78 87.98
1014 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.75 92.04 92.02 90.52 89.64 89.42 90.13 91.09 91.17 90.29 91.52 89.18 89.91 90.50 89.88 91.53 91.31 90.27 90.48 92.14 90.78 88.11 92.16 92.88 91.20 89.08
1015 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.02 91.03 89.35 89.23 90.09 90.29 89.30 89.22 91.53 89.45 90.85 90.28 92.13 91.19 89.21 90.40 90.54 91.76 91.34 90.71 90.40 89.00 92.01 89.57 92.88 88.79
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.62 90.69 91.94 90.39 90.89 90.82 90.04 88.31 90.32 90.27 91.55 91.77 90.47 91.60 90.16 91.37 91.52 90.35 90.30 90.73 90.85 89.28 88.14 89.94 90.36 90.06
1045 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 91.51 90.38 92.15 89.87 90.10 91.26 90.63 90.51 91.60 90.86 89.76 90.06 91.45 91.76 89.07 89.22 90.35 90.16 91.43 92.33 89.17 89.94 91.38 90.11 91.98 88.06
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.23 90.93 90.93 88.41 89.42 92.89 91.05 89.30 91.15 90.61 91.58 91.27 92.29 89.67 89.58 90.84 90.18 90.69 92.19 91.22 91.74 90.71 91.53 90.47 90.97 91.52
1047 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.89 91.31 90.85 91.29 91.53 91.15 90.35 90.15 91.88 91.77 90.29 91.04 91.46 92.62 91.40 90.64 91.07 92.00 91.81 90.02 90.98 87.47 92.00 91.34 90.53 89.52
1076 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.46 91.23 90.73 90.10 87.85 90.23 90.85 89.59 87.77 89.34 90.33 88.02 89.17 90.28 88.82 87.40 89.60 88.06 91.09 89.00 89.39 90.37 90.23 89.00 87.05 88.00
1077 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.24 89.30 87.82 88.87 91.07 88.38 87.80 89.07 89.59 87.94 88.05 86.53 88.21 89.82 89.37 86.27 88.84 89.29 89.58 88.93 88.43 87.10 90.17 87.74 86.53 89.14
1078 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.98 87.94 89.58 88.62 89.49 90.17 88.60 87.04 89.61 88.98 88.23 88.66 88.90 89.46 88.84 90.45 91.23 91.56 87.87 89.43 89.15 87.51 89.66 88.64 90.94 86.19
1079 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.61 88.44 91.13 89.41 87.58 88.99 88.40 89.80 90.01 88.35 91.82 87.65 90.02 90.12 90.60 90.06 89.32 89.00 90.21 88.86 87.82 87.09 91.96 90.35 91.08 89.26
1108 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 93.35 90.16 90.54 91.12 90.13 89.07 91.32 90.14 91.32 89.36 91.16 86.73 90.36 89.38 85.70 92.01 89.49 89.79 89.22 88.82 89.82 89.78 92.46 91.23 91.24 88.15
1109 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.68 86.58 91.03 90.28 92.40 86.66 90.39 89.65 89.90 88.73 91.22 88.42 90.00 90.69 87.16 90.47 90.97 90.04 89.16 86.71 90.02 91.09 90.61 89.74 92.48 89.93
1110 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.40 91.61 89.24 89.92 91.26 87.66 90.80 90.10 90.76 90.11 91.46 90.01 88.59 90.05 89.83 90.28 91.57 91.23 91.02 89.71 88.65 89.33 93.07 89.72 90.56 87.37
1111 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.65 90.43 88.80 91.10 91.17 91.49 90.54 90.45 89.28 89.98 92.38 91.55 89.93 89.01 90.78 90.27 90.41 89.43 92.29 89.92 88.24 90.01 92.55 90.85 89.63 90.67
1140 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 90.88 90.84 91.24 90.90 89.88 91.05 90.25 90.93 90.73 89.66 90.02 89.10 90.42 93.25 90.18 91.86 92.79 89.49 92.51 91.58 90.33 91.43 93.56 91.84 90.56 91.19
1141 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 90.09 90.38 91.12 88.06 89.97 91.92 91.08 88.04 90.89 89.66 90.94 90.45 90.00 88.72 90.77 91.62 92.22 91.01 92.28 91.23 88.72 88.80 94.00 90.55 90.97 90.95
1142 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 92.27 89.42 90.69 89.28 90.67 90.79 90.36 90.22 90.22 91.35 91.20 90.06 91.34 90.10 90.90 90.11 91.12 90.99 90.84 90.47 89.63 90.04 93.63 88.63 92.23 91.03
1143 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.31 90.61 91.83 90.52 90.53 88.52 91.08 91.27 89.92 90.51 90.26 89.86 90.00 91.41 90.81 91.85 90.52 91.31 92.58 92.31 91.13 89.18 93.23 90.65 90.91 90.92


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
693 89.08 88.51 88.47 88.85 89.65 89.49 89.14 88.08 88.27 87.57 89.51 89.14 90.15 88.00 89.56 87.77 87.02 88.91 89.21 89.39 86.93 88.13 88.97 88.25 89.91 88.13 88.695769
629 88.46 88.01 89.91 88.01 87.26 88.58 87.46 89.06 88.27 89.01 88.97 88.12 88.35 88.82 87.45 90.10 87.01 89.30 87.87 89.62 89.71 88.42 89.75 88.41 88.19 88.68 88.569231
917 88.43 88.51 88.68 88.72 88.16 90.50 88.66 89.30 88.88 86.73 89.69 89.02 88.44 88.27 87.09 89.87 88.32 88.52 89.20 89.34 88.79 87.74 89.69 85.60 86.87 89.53 88.559615
949 88.15 87.04 88.45 89.10 88.86 89.69 87.50 87.73 89.01 88.61 87.71 89.67 90.10 87.58 87.77 88.95 88.27 89.21 89.46 90.19 87.80 87.06 90.10 88.73 87.85 87.73 88.550769
596 88.07 87.81 87.48 88.42 87.88 89.55 88.82 87.91 88.22 88.48 87.88 88.96 89.21 89.26 89.97 88.35 89.22 89.23 89.61 88.19 89.74 87.85 89.17 87.17 88.25 87.18 88.533846
695 88.71 88.01 88.41 89.93 87.70 89.44 88.76 89.16 88.40 89.41 89.20 88.29 89.32 88.95 88.85 89.52 88.22 89.15 89.46 89.66 89.37 85.92 88.31 86.51 86.01 87.05 88.527692
884 88.58 89.92 87.46 88.57 88.36 88.34 88.77 87.31 87.24 88.05 89.21 90.91 88.20 87.53 88.21 88.85 88.01 89.75 88.44 89.38 89.30 87.62 89.37 87.17 88.24 88.75 88.520769
1012 88.73 89.16 88.68 88.51 88.11 89.48 88.79 88.56 88.00 87.08 88.38 88.65 89.74 89.47 87.89 89.90 88.47 88.42 89.44 88.92 85.66 88.17 88.30 85.39 89.44 88.84 88.468462
919 90.69 88.48 88.19 87.38 89.41 88.43 87.11 88.80 88.27 87.64 89.11 89.18 89.20 87.83 87.90 87.77 88.85 90.79 89.57 89.88 87.86 86.44 89.45 86.29 88.35 87.25 88.466154
1014 89.35 88.71 88.27 88.56 88.61 89.09 87.91 88.77 89.57 87.39 89.38 88.76 86.99 87.41 87.39 89.04 89.31 88.78 89.74 89.35 88.81 86.75 88.14 87.39 88.06 88.39 88.458462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.58 89.92 87.46 88.57 88.36 88.34 88.77 87.31 87.24 88.05 89.21 90.91 88.20 87.53 88.21 88.85 88.01 89.75 88.44 89.38 89.30 87.62 89.37 87.17 88.24 88.75
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.90 86.41 88.61 89.62 88.70 88.91 88.61 88.95 87.69 87.72 89.72 88.49 88.05 89.58 88.90 87.41 89.84 87.92 88.88 88.81 88.09 87.34 88.51 85.40 88.02 88.16
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.38 89.85 87.57 89.93 87.85 88.56 88.90 86.96 87.18 87.52 89.97 89.60 90.38 87.86 87.69 89.27 89.52 88.80 89.88 88.56 88.09 85.87 90.27 85.57 89.68 87.18
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.43 88.94 89.21 89.08 87.44 89.02 88.15 87.25 88.92 87.68 88.70 89.16 87.34 88.52 87.98 87.52 86.79 89.82 89.96 89.70 86.50 86.60 88.93 87.46 89.21 87.76
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.50 88.52 87.08 87.87 87.59 88.10 89.82 89.19 86.95 88.25 89.50 88.10 87.80 88.67 87.81 87.39 89.66 87.46 88.91 90.43 88.58 84.41 88.82 86.06 88.70 90.09
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.07 87.81 87.48 88.42 87.88 89.55 88.82 87.91 88.22 88.48 87.88 88.96 89.21 89.26 89.97 88.35 89.22 89.23 89.61 88.19 89.74 87.85 89.17 87.17 88.25 87.18
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.74 88.96 87.56 87.99 87.91 88.99 89.21 89.99 88.03 89.30 89.92 90.68 88.72 86.83 87.53 89.26 88.05 88.71 90.51 88.65 89.54 87.13 86.40 85.82 90.18 86.01
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.98 88.20 88.20 89.21 87.95 88.05 88.23 87.88 88.55 88.27 89.59 88.82 88.61 89.02 88.91 89.19 88.55 88.97 89.56 90.49 87.56 85.42 88.97 86.26 87.26 88.06
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.08 88.51 88.47 88.85 89.65 89.49 89.14 88.08 88.27 87.57 89.51 89.14 90.15 88.00 89.56 87.77 87.02 88.91 89.21 89.39 86.93 88.13 88.97 88.25 89.91 88.13
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.25 89.18 87.86 87.89 87.59 89.31 88.12 88.54 88.00 87.61 88.25 88.68 88.23 87.42 89.25 86.72 89.54 88.81 89.03 89.81 90.13 84.50 89.35 84.67 88.04 88.27
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.71 88.01 88.41 89.93 87.70 89.44 88.76 89.16 88.40 89.41 89.20 88.29 89.32 88.95 88.85 89.52 88.22 89.15 89.46 89.66 89.37 85.92 88.31 86.51 86.01 87.05
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.38 89.62 89.00 88.17 88.36 89.10 86.49 90.02 87.66 89.01 88.69 88.92 88.32 88.77 88.96 91.17 87.82 88.98 89.99 88.52 86.20 85.74 88.59 87.32 86.03 85.38
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.43 88.51 88.68 88.72 88.16 90.50 88.66 89.30 88.88 86.73 89.69 89.02 88.44 88.27 87.09 89.87 88.32 88.52 89.20 89.34 88.79 87.74 89.69 85.60 86.87 89.53
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.08 89.72 87.86 87.28 87.86 89.02 89.10 88.66 88.10 87.50 88.68 89.77 89.32 88.62 88.56 87.72 88.49 88.16 89.42 88.39 87.91 85.12 88.89 88.45 89.70 86.89
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.69 88.48 88.19 87.38 89.41 88.43 87.11 88.80 88.27 87.64 89.11 89.18 89.20 87.83 87.90 87.77 88.85 90.79 89.57 89.88 87.86 86.44 89.45 86.29 88.35 87.25
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.73 89.16 88.68 88.51 88.11 89.48 88.79 88.56 88.00 87.08 88.38 88.65 89.74 89.47 87.89 89.90 88.47 88.42 89.44 88.92 85.66 88.17 88.30 85.39 89.44 88.84
1013 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 89.43 87.33 88.37 87.13 88.70 87.54 88.25 89.14 87.30 88.97 90.11 88.98 89.29 89.97 88.44 87.68 87.48 89.02 87.39 88.27 86.48 88.41 85.25 88.33 85.16
1014 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.35 88.71 88.27 88.56 88.61 89.09 87.91 88.77 89.57 87.39 89.38 88.76 86.99 87.41 87.39 89.04 89.31 88.78 89.74 89.35 88.81 86.75 88.14 87.39 88.06 88.39
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.46 88.01 89.91 88.01 87.26 88.58 87.46 89.06 88.27 89.01 88.97 88.12 88.35 88.82 87.45 90.10 87.01 89.30 87.87 89.62 89.71 88.42 89.75 88.41 88.19 88.68
724 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.25 88.96 89.21 89.45 87.21 89.17 87.19 88.37 88.45 87.35 88.76 88.46 88.75 89.44 88.27 87.61 88.79 88.25 89.72 90.52 86.09 86.14 88.45 86.41 86.03 86.33
726 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.71 89.16 88.35 88.55 86.99 89.50 87.54 88.76 88.56 88.90 90.20 89.15 89.00 88.83 88.87 87.82 86.80 88.70 88.98 90.19 86.59 87.20 88.15 85.76 88.43 84.08
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.31 89.67 89.48 88.82 88.10 89.25 87.60 87.34 89.50 88.21 88.20 88.84 89.18 87.06 89.63 88.86 88.36 89.27 89.76 87.95 86.45 85.79 89.15 86.87 86.53 87.63
820 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.35 89.66 88.86 86.71 89.70 88.93 87.89 89.71 88.52 88.32 88.84 88.99 89.03 88.73 87.70 87.32 88.75 86.94 89.10 88.40 88.22 87.21 87.84 89.08 86.19 87.57
822 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.59 89.43 89.18 86.43 87.58 89.14 88.28 88.16 88.69 87.83 89.11 89.93 89.09 89.13 87.73 87.61 87.14 88.63 89.19 89.92 87.99 85.51 87.20 88.96 83.37 85.12
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.15 87.04 88.45 89.10 88.86 89.69 87.50 87.73 89.01 88.61 87.71 89.67 90.10 87.58 87.77 88.95 88.27 89.21 89.46 90.19 87.80 87.06 90.10 88.73 87.85 87.73
950 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.23 88.42 88.68 88.37 88.92 87.31 88.10 87.21 88.89 88.77 89.95 87.29 87.90 89.06 88.92 88.83 88.36 89.40 88.29 89.16 87.39 85.53 89.31 86.58 88.43 88.06
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.55 87.60 89.59 87.59 88.23 89.91 88.88 86.40 87.50 87.44 89.58 89.65 89.15 89.72 88.11 89.57 89.94 88.97 89.07 90.11 86.54 87.15 83.28 84.85 87.45 85.63
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.94 89.01 87.36 88.19 87.08 89.58 88.99 87.91 88.30 88.02 88.52 90.60 89.11 88.55 88.81 88.55 87.93 88.42 89.85 89.09 89.47 86.86 87.06 86.04 86.89 88.17
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.06 88.50 89.10 87.80 89.24 88.28 88.29 87.77 86.54 89.26 88.52 88.62 89.23 88.83 88.20 87.94 88.26 89.52 89.39 89.98 86.18 90.00 88.58 85.53 86.87
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.40 88.53 88.15 88.01 88.12 89.69 87.84 88.85 88.97 88.69 89.29 89.99 88.93 88.92 87.01 88.72 88.72 88.40 89.98 87.64 86.07 87.51 89.17 86.85 88.50 86.04
758 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.89 88.69 87.98 88.33 86.12 89.71 89.77 87.17 87.46 86.98 90.52 89.73 87.78 87.62 89.90 89.04 89.32 87.78 88.78 88.56 85.27 85.64 85.43 86.91 87.43 89.71
759 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.62 88.36 87.80 86.66 87.02 88.70 89.06 89.34 88.96 87.79 89.89 89.35 88.65 89.06 89.14 88.68 88.50 88.46 89.23 89.21 87.40 87.13 88.00 87.05 86.90 86.29
854 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.47 88.42 88.60 88.03 89.13 87.55 86.79 89.67 89.18 86.74 88.50 88.17 88.35 88.24 89.33 88.83 88.67 89.63 89.15 88.93 84.45 87.09 89.23 85.71 89.63 89.29
Size of the All data:  (144, 29)
Size of the Sig data:  (33, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
6 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.29 90.52 88.43 89.62 89.84 88.33 89.19 89.04 92.30 89.01 92.13 88.60 88.65 89.64 90.68 90.97 90.38 91.87 89.64 89.69 90.96 89.41 90.95 91.80 90.63 89.75
14 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.98 90.04 91.17 90.93 91.38 90.56 90.24 91.30 88.08 90.32 91.51 89.41 89.71 89.72 89.26 88.29 92.81 90.16 90.71 91.23 90.22 89.74 91.71 89.10 89.52 89.12
10 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.26 91.80 92.12 90.32 91.25 90.64 90.98 89.04 89.93 89.71 90.95 90.72 91.47 88.90 89.55 89.48 88.28 89.54 90.52 88.21 90.63 88.95 92.35 90.00 90.13 87.85
22 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.47 89.09 90.05 90.08 88.43 90.08 90.06 88.60 89.97 89.21 90.50 90.95 87.02 90.01 89.13 89.49 88.27 89.44 91.57 90.03 88.15 89.78 90.93 90.68 92.19 88.96
20 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.37 90.54 88.68 87.75 89.85 87.17 88.88 90.29 89.52 90.19 91.48 87.60 89.21 90.17 88.33 87.53 91.11 89.54 88.66 91.31 89.37 88.04 90.41 89.39 88.17 89.90
4 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.50 89.03 91.28 88.70 91.08 89.72 90.27 89.77 89.22 90.11 91.33 88.01 88.89 89.70 90.05 89.76 90.71 91.76 91.00 89.98 90.31 89.07 91.76 88.88 91.28 88.45
11 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.70 89.31 89.59 89.59 90.11 85.92 90.04 90.51 90.57 90.98 91.39 90.78 90.78 89.86 89.35 89.15 90.07 88.97 88.85 90.63 91.16 87.19 90.84 90.82 92.79 90.60
15 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.03 90.10 91.92 90.79 89.25 88.44 86.26 90.88 90.30 89.50 87.44 91.01 88.93 89.46 90.52 90.47 90.67 91.03 89.73 89.53 89.29 88.81 91.52 90.13 89.13 88.43
0 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 91.24 90.31 91.66 90.40 91.49 89.83 89.87 87.09 88.50 90.54 90.24 90.61 90.73 90.57 90.28 90.14 89.48 91.10 92.69 89.34 90.07 90.20 93.55 89.90 91.19 89.75
26 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.98 89.82 87.81 87.66 90.08 86.95 87.39 89.63 88.21 88.47 89.66 89.23 88.31 88.35 90.58 89.33 90.75 91.04 90.15 90.26 91.80 88.66 91.93 87.97 87.56 89.22
5 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.66 89.05 89.09 89.59 89.83 87.01 89.54 87.22 90.91 89.46 88.37 89.65 90.29 90.17 90.58 90.79 90.77 90.74 91.27 89.22 89.22 89.22 91.49 89.80 87.98 87.81
21 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.08 92.06 92.01 90.05 92.36 90.43 91.91 91.36 90.75 91.18 91.60 87.70 88.51 91.34 91.16 90.63 90.94 89.76 91.23 88.83 90.05 90.14 91.87 91.20 87.36 87.25
2 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.32 92.01 90.18 91.33 89.70 91.79 89.71 92.28 90.64 88.67 89.12 89.85 90.17 92.40 88.92 91.00 90.73 90.91 92.56 90.69 91.63 88.88 93.02 90.52 89.19 91.27
12 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.09 91.26 88.73 90.33 89.52 90.28 91.28 89.83 89.95 90.62 91.86 89.94 89.74 90.78 89.25 90.54 92.04 90.28 90.77 90.39 91.44 87.59 92.68 91.80 90.22 89.37
8 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.08 90.00 90.60 89.20 90.39 89.14 90.19 91.21 90.93 91.73 91.99 90.31 91.27 90.42 89.39 90.37 91.02 90.21 90.72 91.56 90.53 89.18 92.10 90.26 90.82 90.14
7 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.59 91.38 90.28 90.28 88.19 91.05 90.10 90.45 90.57 89.76 91.11 89.08 91.18 91.83 89.64 90.03 89.67 92.13 93.17 90.99 87.77 91.18 91.59 89.66 92.28 90.35
29 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.25 89.56 91.75 89.80 88.08 89.01 88.46 88.76 90.04 91.08 91.37 89.26 91.04 90.58 91.78 90.47 89.58 91.09 92.53 91.12 92.25 88.22 92.05 88.35 89.78 87.98
9 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.75 92.04 92.02 90.52 89.64 89.42 90.13 91.09 91.17 90.29 91.52 89.18 89.91 90.50 89.88 91.53 91.31 90.27 90.48 92.14 90.78 88.11 92.16 92.88 91.20 89.08
1 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.71 91.25 91.30 91.08 90.99 90.97 90.67 90.54 91.00 90.67 90.50 88.62 91.06 90.87 89.57 88.64 88.79 91.27 91.05 89.85 91.86 90.19 93.03 92.04 89.96 90.22
28 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.36 90.62 92.03 90.81 89.79 91.03 91.57 89.33 91.05 88.17 91.14 89.88 91.50 91.11 89.11 91.61 91.88 91.09 92.53 90.69 90.76 88.79 91.47 90.22 88.20 90.86
27 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.34 90.36 90.92 91.53 91.53 91.27 91.75 90.56 88.80 89.12 91.95 91.31 92.91 92.48 90.90 90.99 89.37 91.08 92.30 88.65 89.76 89.74 92.45 89.93 91.17 88.71
23 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.14 91.56 92.08 91.35 91.83 90.54 90.60 88.26 90.31 91.03 89.97 89.63 89.50 90.15 89.93 89.87 87.35 90.92 92.21 90.06 90.13 89.05 92.02 91.44 90.81 89.25
16 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.59 91.28 91.74 90.01 91.74 90.22 89.11 89.71 89.75 89.81 90.71 90.49 89.24 90.83 89.94 89.85 92.29 90.59 91.57 90.67 90.33 91.56 91.38 92.29 89.64 90.85
30 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.70 91.60 90.71 88.71 91.53 91.56 90.96 90.74 90.14 90.84 90.50 91.30 89.85 90.27 91.47 90.78 91.21 88.96 90.90 92.21 92.11 88.27 91.72 92.31 86.83 87.52
3 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.98 89.98 92.08 92.61 91.51 91.11 89.56 90.22 90.59 90.99 90.44 91.75 91.28 91.79 89.56 91.47 90.04 91.12 90.80 90.52 91.82 88.65 91.92 91.21 89.98 89.33
17 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.00 90.38 89.40 90.17 91.39 87.14 92.03 88.59 90.77 89.34 93.74 88.65 87.66 91.34 90.46 92.82 89.71 90.31 90.89 89.09 90.98 88.60 93.05 91.19 90.69 91.64
32 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.62 90.69 91.94 90.39 90.89 90.82 90.04 88.31 90.32 90.27 91.55 91.77 90.47 91.60 90.16 91.37 91.52 90.35 90.30 90.73 90.85 89.28 88.14 89.94 90.36 90.06
18 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.23 90.93 90.93 88.41 89.42 92.89 91.05 89.30 91.15 90.61 91.58 91.27 92.29 89.67 89.58 90.84 90.18 90.69 92.19 91.22 91.74 90.71 91.53 90.47 90.97 91.52
13 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.93 92.29 91.81 90.67 92.73 92.19 91.29 89.83 89.91 89.83 92.15 90.96 90.11 91.86 90.27 90.40 90.27 90.85 91.29 89.69 92.71 89.64 92.73 91.94 91.35 90.90
19 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.77 90.07 92.13 92.50 92.04 91.53 92.58 90.45 91.77 88.92 91.51 90.57 91.83 92.41 87.77 91.16 90.38 90.55 93.27 89.17 90.25 89.37 92.06 90.36 91.38 90.31
31 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.06 90.04 92.24 92.55 90.83 91.72 90.53 90.99 89.48 90.12 91.91 91.00 90.41 89.39 89.64 90.46 90.73 90.41 92.28 88.26 90.34 89.02 92.62 90.19 91.33 91.06
25 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.52 91.57 92.29 90.28 91.06 91.79 90.83 92.33 90.00 89.28 92.00 90.75 91.42 91.19 90.56 90.39 91.82 91.98 91.76 93.27 89.65 89.21 92.81 89.98 91.18 91.17
24 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.84 90.53 90.41 91.15 90.80 90.88 88.80 92.57 89.81 89.64 90.91 92.61 90.81 91.14 89.51 89.18 92.07 90.91 92.26 89.56 90.19 89.99 92.08 90.08 91.74 91.90
Size of the test data:  (33, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 89.326667 0.536573
mAP_valid_abs_values_20 89.204242 0.816517
mAP_valid_abs_values_12 89.142424 0.807206
mAP_valid_abs_values_11 89.140909 0.673839
mAP_valid_abs_values_6 89.031212 0.669271
mAP_valid_abs_values_13 88.757273 0.763644
mAP_valid_abs_values_18 88.735758 0.757686
mAP_valid_abs_values_2 88.726061 0.797147
mAP_valid_abs_values_16 88.601515 0.970419
mAP_valid_abs_values_14 88.523939 0.775794
mAP_valid_abs_values_23 88.504848 1.398354
mAP_valid_abs_values_15 88.481515 0.851275
mAP_valid_abs_values_17 88.420000 0.862688
mAP_valid_abs_values_8 88.410606 0.916597
mAP_valid_abs_values_3 88.364242 0.707734
mAP_valid_abs_values_4 88.354545 0.863192
mAP_valid_abs_values_9 88.336364 0.666628
mAP_valid_abs_values 88.316364 0.851777
mAP_valid_abs_values_7 88.281818 0.817399
mAP_valid_abs_values_5 88.011515 0.810259
mAP_valid_abs_values_10 87.930606 0.757124
mAP_valid_abs_values_25 87.806970 1.481069
mAP_valid_abs_values_21 87.780303 1.476104
mAP_valid_abs_values_26 87.432727 1.438374
mAP_valid_abs_values_24 86.752121 1.229115
mAP_valid_abs_values_22 86.595455 1.036768


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 91.876364 0.973476
mAP_test_abs_values_19 91.268182 1.149012
mAP_test_abs_values_11 91.034242 1.181702
mAP_test_abs_values_3 90.890303 1.288513
mAP_test_abs_values_2 90.638485 0.934720
mAP_test_abs_values_18 90.633939 0.790494
mAP_test_abs_values_14 90.621212 1.021842
mAP_test_abs_values 90.588788 0.979521
mAP_test_abs_values_21 90.579091 1.117378
mAP_test_abs_values_5 90.562121 1.174912
mAP_test_abs_values_24 90.506970 1.153493
mAP_test_abs_values_17 90.490909 1.226999
average_map 90.394161 0.479323
mAP_test_abs_values_16 90.296970 1.051411
mAP_test_abs_values_4 90.277576 1.206837
mAP_test_abs_values_20 90.266364 1.154339
mAP_test_abs_values_25 90.212424 1.488191
mAP_test_abs_values_9 90.194242 0.941110
mAP_test_abs_values_13 90.186364 1.331920
mAP_test_abs_values_7 90.177879 1.310949
mAP_test_abs_values_12 90.074242 1.230036
mAP_test_abs_values_6 90.043333 1.717736
mAP_test_abs_values_8 90.002424 1.344066
mAP_test_abs_values_10 89.983939 0.864306
mAP_test_abs_values_15 89.901818 0.846657
mAP_test_abs_values_26 89.714545 1.269181
mAP_test_abs_values_22 89.225455 0.950858
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_56 =  res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]

res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]


result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')


result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]

html_table = result_merged_mwu_56.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 19 89.326667 91.268182
1 20 89.204242 90.266364
2 12 89.142424 90.074242
3 11 89.140909 91.034242
4 6 89.031212 90.043333
5 13 88.757273 90.186364
6 18 88.735758 90.633939
7 2 88.726061 90.638485
8 16 88.601515 90.296970
9 14 88.523939 90.621212
10 23 88.504848 91.876364
11 15 88.481515 89.901818
12 17 88.420000 90.490909
13 8 88.410606 90.002424
14 3 88.364242 90.890303
15 4 88.354545 90.277576
16 9 88.336364 90.194242
17 1 88.316364 90.588788
18 7 88.281818 90.177879
19 5 88.011515 90.562121
20 10 87.930606 89.983939
21 25 87.806970 90.212424
22 21 87.780303 90.579091
23 26 87.432727 89.714545
24 24 86.752121 90.506970
25 22 86.595455 89.225455
Code
#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 64

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
24 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.63 86.98 76.28 83.64 84.86 84.99 85.50 87.79 85.66 85.81 88.75 87.46 83.98 86.02 86.00 79.23 86.93 86.80 84.16 84.17 82.87 82.30 83.11 83.42 84.18 82.08
25 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.26 87.19 86.19 86.16 86.93 86.50 87.08 87.74 85.00 84.80 85.36 87.14 87.97 88.08 86.09 86.88 83.63 87.76 87.06 86.73 85.01 85.37 85.33 85.30 84.39 83.82
26 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.50 85.52 85.24 85.31 87.24 87.42 85.60 86.30 86.65 85.47 88.90 86.91 89.10 84.72 87.87 88.62 86.89 84.82 85.86 85.92 82.98 85.09 83.98 83.64 85.36 84.88
27 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.31 87.37 86.64 86.77 87.35 86.74 86.89 87.04 86.76 87.54 87.64 86.95 87.46 88.75 84.09 87.20 87.11 87.80 84.93 86.78 83.29 83.71 85.23 84.04 83.68 84.89
56 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 83.93 87.13 78.73 84.97 85.41 87.78 85.97 84.15 84.16 87.45 85.67 87.44 87.67 85.66 84.43 86.48 84.14 86.10 85.37 83.57 82.44 82.69 84.00 83.06 85.45 82.14
57 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 84.88 87.79 86.18 86.32 87.04 88.34 84.85 86.50 85.87 86.16 86.54 87.75 86.52 86.40 86.32 87.80 86.39 88.73 87.95 86.82 83.62 85.22 84.68 86.25 83.46 84.58
58 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.42 87.95 84.91 87.25 85.61 88.88 84.92 86.65 86.70 85.86 86.61 88.95 86.83 83.45 88.56 87.79 85.88 88.31 86.99 89.56 84.29 84.29 85.80 85.73 85.17 83.17
59 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 85.22 87.38 87.05 85.95 87.90 87.66 87.76 86.13 87.44 87.18 88.35 88.01 86.25 86.34 86.47 87.89 86.56 85.78 89.33 86.58 84.20 82.48 83.87 85.02 86.19 84.24
88 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.26 87.22 84.15 86.85 84.56 88.18 86.26 83.32 85.53 86.06 87.17 87.04 86.92 86.95 86.48 85.99 87.05 86.90 87.28 86.85 83.98 82.60 83.32 86.57 87.10 82.61
89 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.23 87.13 85.50 86.27 87.48 89.07 88.64 87.48 89.29 86.74 85.39 87.66 86.69 86.24 84.00 87.07 86.56 85.13 86.67 86.64 85.95 84.81 84.40 83.09 83.47 87.25
90 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 85.55 85.84 87.06 87.02 87.23 86.57 84.25 86.56 88.59 85.77 86.77 86.52 87.09 88.25 86.20 87.31 86.09 85.86 85.78 85.54 83.58 85.42 85.05 85.61 88.04 84.96
91 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.26 89.89 87.58 86.39 84.66 87.30 83.26 84.95 88.95 86.33 87.95 87.58 88.20 88.25 88.31 87.31 87.24 87.01 85.26 87.19 83.41 86.01 84.14 84.16 86.01 86.60
120 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 84.33 88.20 84.49 85.95 85.27 85.65 86.87 86.07 85.22 85.90 87.42 85.52 83.75 84.50 84.62 84.34 88.28 88.11 87.58 86.61 82.87 84.88 84.57 82.55 84.13 83.93
121 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 86.21 84.27 86.51 87.88 86.88 88.34 86.14 88.08 86.65 85.28 88.18 88.67 87.31 85.99 86.07 87.16 87.91 86.81 88.32 90.65 84.59 84.85 85.07 83.99 85.94 87.81
122 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 86.17 86.22 85.14 85.89 86.00 86.85 85.58 87.16 87.40 87.20 90.15 87.88 86.74 87.29 87.76 90.67 86.69 88.01 88.24 88.59 85.54 85.36 84.70 85.56 82.92 85.26
123 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.13 87.21 85.41 87.10 86.86 88.40 87.66 88.29 86.65 87.45 85.97 88.67 87.99 87.57 87.68 88.20 87.49 87.15 88.07 87.99 85.92 84.21 86.76 85.28 84.86 84.07
152 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 85.74 86.98 84.99 84.76 84.67 86.39 88.63 86.37 86.96 87.48 87.69 87.20 87.35 88.89 86.09 86.61 86.98 87.56 86.13 86.69 84.36 83.76 81.83 84.51 84.89 85.80
153 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.69 87.18 85.91 88.06 86.18 89.53 87.21 86.25 87.64 86.68 86.38 88.12 87.62 88.24 87.31 87.63 88.56 87.67 89.53 88.76 83.77 85.96 87.11 84.31 84.14 85.54
154 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 89.35 88.19 88.03 87.08 86.08 88.50 88.15 87.80 88.29 88.22 87.38 86.55 87.29 89.01 85.20 87.66 85.33 86.20 85.79 89.02 82.45 85.57 87.85 85.67 84.10 85.08
155 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.54 88.03 84.94 86.48 86.37 88.78 86.63 89.06 87.79 86.01 87.27 86.42 85.85 86.41 87.15 87.64 87.77 87.84 87.16 88.26 84.51 85.21 87.44 84.65 84.14 85.65
184 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.63 86.91 87.69 88.03 86.69 86.93 84.86 86.44 87.03 89.96 86.46 86.76 88.38 88.40 86.46 86.84 88.63 84.75 87.42 86.73 84.87 84.65 85.06 85.92 82.74 83.57
185 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.80 88.91 87.19 87.00 85.78 87.89 86.57 85.32 88.54 89.16 87.38 88.61 87.75 86.62 87.39 87.79 87.98 87.12 87.42 87.40 83.45 86.35 86.18 85.95 83.75 84.53
186 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 85.26 87.60 86.58 86.13 86.53 88.24 90.18 86.00 88.07 87.44 87.83 88.06 89.17 87.12 84.61 86.90 86.40 88.37 89.76 86.84 83.72 82.86 84.40 87.17 84.30 84.38
187 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 87.07 87.63 87.72 87.77 86.10 86.17 86.96 87.04 87.83 87.19 87.52 87.79 87.54 87.37 86.21 88.66 87.00 88.45 87.10 87.53 85.36 82.45 85.04 85.76 85.21 85.58
216 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.46 87.83 86.47 85.37 84.33 85.66 87.28 88.51 88.22 87.75 87.86 87.31 85.92 86.35 86.87 88.19 87.76 86.36 87.65 87.85 84.45 84.98 87.98 87.61 86.22 85.24
217 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.07 87.60 84.77 87.32 84.48 88.31 86.27 87.62 87.56 86.63 87.07 89.14 85.78 86.46 88.41 87.16 85.72 86.74 88.98 87.57 85.91 86.27 84.90 85.31 87.07 84.23
218 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.90 86.75 86.31 87.20 85.74 89.69 87.31 87.70 88.28 85.14 88.25 87.51 87.74 86.33 85.87 86.20 87.52 88.02 86.33 86.77 82.79 84.06 86.52 85.61 87.22 86.38
219 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 85.61 88.49 86.41 88.86 88.51 88.00 87.19 88.23 88.00 87.04 88.05 89.32 87.65 88.38 88.17 87.56 89.97 87.82 89.23 88.90 85.44 84.63 85.53 85.16 86.93 84.12
248 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 84.14 86.38 86.79 87.04 86.49 87.28 86.25 88.07 87.59 87.56 89.41 88.26 85.12 87.34 88.18 87.72 87.42 86.28 86.63 88.16 81.87 85.41 81.73 85.19 82.16 84.45
249 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 89.24 86.77 87.71 87.99 86.62 88.79 86.02 89.53 86.08 86.06 87.77 86.71 87.98 88.21 86.35 89.43 86.55 87.29 87.83 87.57 83.71 83.66 84.81 85.70 85.64 84.46
250 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.21 86.26 86.34 86.50 85.64 88.40 88.47 86.11 87.88 89.19 87.69 88.17 87.50 89.13 88.34 87.59 87.21 88.77 86.94 87.84 86.14 85.69 85.07 85.53 84.02 85.64
251 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 88.43 87.47 85.96 85.94 87.31 87.44 86.46 87.98 88.27 85.33 86.58 87.92 88.94 85.71 88.38 87.69 86.56 87.34 86.69 87.65 84.59 84.00 85.65 82.94 84.38 87.34
280 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 87.07 86.84 84.33 85.31 88.38 88.26 86.97 87.53 88.81 87.34 88.57 87.91 87.65 86.89 85.44 87.45 86.95 88.76 87.03 88.73 86.09 83.06 87.69 83.20 85.11 83.85
281 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.23 86.76 86.32 85.67 86.24 87.39 85.72 87.18 87.66 86.99 88.29 86.92 86.88 87.19 87.48 86.85 85.16 87.94 88.84 88.17 87.66 85.04 84.14 85.58 85.24 84.45
282 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.44 88.71 87.89 87.80 86.34 88.24 86.85 87.37 87.59 87.14 87.97 87.44 85.68 87.20 87.54 88.90 87.92 87.26 86.90 87.60 85.56 84.46 86.49 82.93 84.37 84.50
283 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.18 87.29 85.53 85.88 87.55 88.04 85.85 87.10 88.95 86.51 88.29 87.47 87.58 84.15 85.98 87.14 87.89 86.90 87.37 88.62 85.56 84.17 85.64 84.32 83.87 85.41
312 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.79 84.18 86.64 85.90 84.92 84.89 84.73 82.35 84.26 84.69 88.22 85.84 85.42 85.89 85.70 86.55 87.18 85.97 87.90 89.68 83.42 84.39 83.13 83.21 83.90 84.71
313 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.57 86.36 85.91 87.39 85.69 88.28 87.05 88.62 86.13 85.61 87.37 88.06 87.88 88.50 85.67 86.51 87.53 87.92 89.19 89.16 83.25 86.03 83.85 84.20 85.12 85.31
314 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 84.75 87.85 85.45 84.92 83.96 86.20 86.30 87.35 87.71 86.74 89.19 88.68 87.88 86.68 84.71 85.20 88.08 87.24 87.97 89.20 85.33 85.14 86.23 86.24 84.95 85.02
315 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.27 86.68 89.36 87.30 86.74 86.23 87.86 87.17 87.31 86.20 88.42 88.71 86.68 86.51 88.55 87.23 88.63 89.45 87.81 88.68 84.36 83.98 85.12 85.34 85.43 84.40
344 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 83.48 79.00 84.33 83.77 84.82 86.79 84.28 83.53 82.12 87.44 87.60 86.72 84.89 85.03 83.94 89.20 84.05 87.64 87.46 86.88 81.01 85.35 84.80 79.07 82.26 85.00
345 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 84.72 87.07 87.42 85.56 86.54 86.54 86.07 88.58 88.80 85.26 87.10 88.94 87.83 88.16 86.28 88.61 88.55 86.57 86.33 88.92 85.24 84.80 85.41 85.07 86.36 86.23
346 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.83 84.85 86.79 87.30 85.98 87.97 87.63 86.85 89.09 87.28 89.69 88.04 87.03 86.21 85.86 88.33 88.62 86.42 87.37 87.05 85.69 84.90 79.92 84.58 84.99 85.17
347 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.14 86.98 86.46 86.57 86.01 86.39 85.53 86.62 86.16 85.10 89.29 86.47 88.07 88.27 87.93 86.08 86.48 86.58 87.90 87.82 86.26 85.23 85.15 84.36 84.85 86.04
376 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.11 85.35 85.80 85.80 80.70 87.00 85.44 85.38 84.80 88.50 87.08 87.54 85.72 88.18 87.34 87.18 87.25 86.48 86.96 84.94 83.97 85.78 85.13 84.64 85.03 85.37
377 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.57 85.37 85.56 85.99 85.32 86.96 87.27 85.08 87.16 88.37 86.88 86.48 87.44 83.94 88.00 88.91 87.39 87.86 84.96 86.87 84.17 84.17 84.63 84.98 85.50 83.14
378 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.74 87.78 85.74 87.98 83.81 87.73 86.07 84.59 87.34 86.62 87.83 89.65 87.61 88.57 88.63 88.18 85.93 86.90 86.97 88.33 85.42 83.00 84.28 84.87 85.34 84.35
379 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.13 88.51 86.25 87.91 87.28 85.74 87.77 87.71 89.62 87.67 89.74 87.88 88.40 87.33 87.36 86.21 87.27 87.44 89.26 88.54 87.00 85.59 87.11 83.58 87.01 86.55
408 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 84.91 86.37 86.18 85.02 86.31 86.49 84.86 84.79 86.55 24.01 87.56 87.16 87.52 86.44 86.35 85.61 87.22 86.46 24.01 86.69 84.93 84.37 85.79 85.44 84.19 82.66
409 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 85.71 88.23 87.77 87.72 87.06 87.27 87.05 88.10 86.63 87.56 87.63 89.64 88.18 87.20 88.14 88.25 87.32 88.17 87.92 86.51 84.81 84.69 84.67 84.56 88.18 86.59
410 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.22 87.00 84.65 86.01 85.32 88.77 85.10 87.26 87.38 86.60 87.37 88.70 85.99 85.88 85.33 88.54 88.17 85.82 88.10 88.84 85.19 84.43 85.91 83.69 85.81 85.35
411 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.15 87.30 85.26 87.78 86.03 86.15 88.18 87.53 88.90 86.76 87.15 87.19 87.24 87.56 86.78 88.50 87.69 88.43 88.28 89.40 86.82 83.49 88.28 84.80 83.40 85.15
440 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.15 88.40 85.79 84.66 85.88 88.09 86.35 89.00 85.72 86.23 87.73 87.29 87.50 86.55 87.18 87.78 86.68 86.98 88.12 86.86 84.10 83.76 85.68 84.18 85.12 84.83
441 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.72 86.78 85.65 88.90 86.13 87.95 87.67 87.78 89.92 86.51 88.47 89.21 87.92 88.36 88.50 88.11 87.75 87.75 89.43 88.12 82.64 84.58 83.80 84.85 83.65 85.32
442 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.36 87.14 88.41 85.76 87.62 87.03 87.55 88.19 85.89 87.73 88.06 88.10 90.08 87.39 86.81 88.86 85.30 89.08 87.28 89.43 84.62 85.98 87.79 84.95 84.78 85.20
443 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.99 88.62 86.22 86.93 87.61 88.14 87.21 88.03 89.69 87.42 87.88 89.33 88.96 87.64 88.37 89.36 86.61 87.01 87.87 87.64 86.57 85.50 86.42 84.65 84.54 85.62
472 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.23 87.33 86.35 87.79 86.57 86.11 86.31 87.45 86.34 87.47 88.82 87.30 85.65 86.56 85.78 87.55 86.67 88.69 87.85 88.86 83.74 83.86 84.32 86.21 83.43 84.14
473 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.59 89.32 86.79 87.59 87.40 88.06 85.79 87.50 88.81 89.60 86.62 87.08 87.18 88.35 84.74 88.79 87.44 87.35 87.23 87.74 88.94 84.42 86.91 88.41 88.41 84.11
474 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 85.96 88.85 85.73 86.68 88.08 88.40 87.47 87.37 88.57 87.10 89.19 86.66 88.60 88.23 87.62 87.10 87.04 85.76 87.55 87.85 85.17 83.99 87.10 86.19 83.40 85.76
475 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.38 86.93 88.92 88.44 87.47 87.01 86.60 85.87 88.87 88.29 87.74 87.72 87.56 84.96 87.64 89.51 88.78 89.37 88.93 87.88 83.40 85.08 85.68 84.32 83.97 85.75
504 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 83.14 87.17 87.93 86.66 85.82 87.57 85.30 84.92 85.76 85.73 87.96 86.40 86.62 86.24 87.44 87.07 86.21 84.44 87.40 86.54 83.61 83.65 86.28 84.38 83.16 86.20
505 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.24 87.72 87.15 87.61 87.48 85.30 87.63 87.34 85.90 87.42 87.42 89.69 87.49 86.94 87.80 86.11 86.57 87.74 88.70 88.99 84.04 85.07 86.02 83.56 84.37 85.98
506 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 86.91 86.56 85.68 86.16 87.35 88.00 86.47 86.60 88.55 86.14 87.59 87.76 86.89 87.98 87.46 86.19 87.10 87.90 89.38 89.12 84.84 87.06 86.88 83.76 85.52 86.06
507 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.35 87.77 87.36 87.21 89.18 87.95 87.61 87.40 85.83 88.02 87.79 87.98 88.17 86.88 87.39 88.96 88.65 88.64 89.63 87.08 84.86 86.41 83.40 84.27 84.46 84.43
536 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 85.66 88.68 85.40 86.00 86.39 87.47 87.74 88.19 87.85 88.22 88.24 87.30 86.98 86.45 85.84 88.07 83.67 89.36 87.57 87.71 86.03 82.33 86.37 85.74 83.79 83.60
537 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 85.57 88.20 87.55 89.79 87.52 86.62 86.89 88.30 85.94 85.83 87.92 88.02 86.77 87.50 87.02 86.28 87.21 85.90 88.28 86.17 84.10 84.39 87.28 86.28 88.35 85.64
538 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 87.00 88.07 88.06 85.42 86.17 88.03 87.58 88.18 86.21 87.54 87.82 89.15 88.11 87.43 86.26 84.48 86.96 87.12 87.59 88.62 86.08 85.26 85.83 84.18 85.79 84.52
539 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 88.25 87.03 86.91 86.18 87.72 86.79 87.91 88.10 87.28 86.86 89.09 89.40 87.95 90.27 88.62 88.66 87.16 88.23 87.54 87.52 85.82 85.60 85.29 84.46 87.76 86.29
568 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.51 86.36 86.71 87.12 88.22 87.00 88.07 86.68 89.09 86.41 87.89 87.67 88.18 87.01 87.03 86.57 87.33 88.12 87.73 85.53 84.45 84.74 82.87 84.32 84.31 85.52
569 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 85.86 85.07 87.75 86.55 86.28 88.15 88.55 86.97 87.69 86.54 89.21 87.13 88.28 88.65 85.85 85.51 88.19 86.92 88.29 87.59 85.10 83.11 84.81 85.36 85.79 86.01
570 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 87.61 87.52 86.98 87.36 86.05 87.98 87.06 88.24 87.66 86.08 88.18 86.39 87.91 86.06 87.33 87.58 88.77 88.57 85.35 89.01 84.89 85.67 83.46 85.43 86.89 87.50
571 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.12 86.39 86.35 87.61 87.60 86.97 89.28 88.94 84.44 89.02 85.84 87.99 86.57 87.82 87.73 87.97 88.57 86.38 87.70 87.64 86.81 84.84 85.18 86.29 85.86 85.20
600 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.73 88.11 87.78 89.93 87.98 89.72 88.35 87.61 88.41 87.52 89.74 88.43 88.45 87.39 88.55 89.01 88.50 89.52 89.17 89.20 89.10 86.74 87.37 85.64 88.67 86.77
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.37 88.10 87.00 88.14 88.99 88.27 87.96 89.00 89.44 87.62 89.10 89.70 88.73 88.21 88.45 89.19 87.21 88.94 89.32 88.68 88.15 88.14 88.62 87.57 89.27 88.05
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.19 89.46 87.85 87.96 87.90 89.77 87.76 87.86 87.56 87.84 90.70 89.29 90.22 90.14 87.54 90.12 89.19 89.75 88.97 90.44 86.34 88.15 87.32 86.59 87.89 86.68
603 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.24 88.53 87.10 87.15 88.48 88.46 88.87 89.02 87.45 88.82 88.87 88.02 89.42 87.07 87.88 88.35 87.96 88.24 88.99 88.46 89.42 86.15 89.98 87.67 88.91 84.85
632 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.01 88.24 88.32 88.84 87.47 88.01 87.64 88.07 88.54 87.47 88.95 89.91 89.85 87.64 88.84 88.28 87.20 88.10 88.14 89.29 84.24 86.95 87.88 86.40 85.03 89.11
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.94 88.43 88.40 89.88 89.35 89.59 89.47 88.20 88.41 86.97 89.23 87.59 88.27 88.06 89.43 87.82 89.44 89.25 89.01 88.55 87.95 85.92 89.78 87.83 85.92 88.94
634 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.06 87.46 87.96 87.97 88.45 88.41 88.50 88.19 88.64 88.18 88.99 89.67 88.41 88.17 89.16 87.62 87.98 87.62 89.40 87.94 87.52 84.25 89.46 87.58 85.26 86.51
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.57 88.39 87.83 87.74 87.55 90.18 88.22 87.60 89.28 88.74 90.68 88.61 89.41 88.26 89.20 88.16 87.51 88.32 89.27 88.43 86.26 87.30 88.13 89.14 87.70 88.49
664 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.17 89.09 88.90 87.42 88.68 87.95 89.81 87.22 87.80 86.95 88.91 89.16 89.94 88.83 88.76 86.94 87.63 87.79 87.95 88.19 88.31 87.17 89.41 87.40 89.12 86.84
665 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.12 87.14 88.40 87.98 87.38 89.75 88.20 88.72 88.78 88.81 87.09 90.75 88.32 87.57 89.64 88.68 88.57 88.01 89.11 89.42 85.94 86.41 87.50 87.75 88.82 86.90
666 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.85 89.50 88.41 88.57 88.69 89.19 87.86 87.36 86.32 87.70 88.48 89.97 88.39 87.86 87.59 89.65 89.82 89.43 87.91 90.19 86.61 87.63 88.44 86.19 87.62 87.07
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.44 89.95 88.72 88.78 88.15 88.39 87.27 87.55 88.38 87.91 90.32 89.47 90.30 89.08 88.52 87.17 89.35 90.02 89.01 90.21 85.91 87.28 85.72 87.13 87.14 87.46
696 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.18 87.37 87.20 86.69 89.17 87.80 89.33 87.89 88.49 87.32 89.12 88.31 88.85 88.38 89.55 88.42 87.48 87.45 88.13 89.04 87.54 84.79 88.20 85.95 88.99 88.25
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.93 87.50 87.95 87.92 88.15 88.94 88.42 89.18 88.97 87.11 89.54 89.30 89.57 88.52 87.46 89.43 88.53 88.54 89.19 90.36 87.11 86.33 89.23 88.93 86.24 87.52
698 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.46 87.14 87.52 88.59 89.33 89.73 87.27 88.10 88.30 89.07 89.93 89.99 88.46 88.81 88.00 87.74 87.48 88.73 87.87 88.79 86.28 85.78 89.18 85.97 86.81 88.26
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.17 89.84 87.35 87.38 87.39 89.41 88.61 89.03 87.79 89.27 89.50 88.68 88.50 86.87 89.44 88.74 88.72 88.56 89.72 90.33 85.24 88.14 88.34 86.32 88.49 88.26
728 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 89.67 87.71 88.17 87.73 87.33 89.42 88.67 87.06 89.17 88.97 89.62 88.37 88.46 88.85 88.60 89.46 87.54 87.84 89.43 89.36 87.06 86.93 86.27 86.45 87.72 85.74
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 87.72 88.23 88.43 88.92 88.79 89.93 88.47 89.80 88.72 88.07 89.29 88.40 88.72 89.08 89.14 88.89 87.79 87.57 89.07 90.41 88.63 87.47 87.98 87.35 88.58 87.03
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.81 89.75 89.43 87.47 88.19 89.96 89.37 89.05 87.38 89.29 89.95 89.16 88.50 87.40 87.25 89.22 86.51 88.00 89.02 90.21 87.92 86.89 88.82 88.98 88.60 88.54
731 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.94 88.19 88.07 89.03 88.41 90.33 86.21 88.78 86.99 88.31 89.93 88.77 87.76 87.12 86.66 87.61 87.91 87.55 89.42 87.93 86.25 87.40 87.49 86.55 89.14 85.13
760 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 88.03 86.54 88.38 88.50 87.89 89.66 88.22 88.80 86.93 87.19 89.24 90.55 88.37 87.97 88.50 86.65 87.08 87.72 88.72 89.17 85.12 87.57 86.56 88.51 86.61 88.19
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.22 89.10 88.39 88.91 88.99 88.68 87.14 89.45 88.46 88.10 88.22 89.61 88.11 88.64 88.83 89.12 88.87 89.98 88.88 89.26 86.93 87.22 88.71 89.00 88.12 88.23
762 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.91 88.66 89.15 88.42 87.88 88.25 87.43 87.31 88.98 87.71 88.52 89.47 88.07 87.47 87.35 88.81 87.76 88.71 88.82 87.85 84.17 88.53 88.40 87.89 84.17 89.16
763 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.04 88.22 87.67 87.88 87.42 90.23 86.79 87.11 89.24 87.07 89.15 89.49 88.56 89.67 88.59 88.00 89.93 87.46 88.01 89.99 88.61 87.05 89.44 87.44 84.40 85.93
792 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.11 87.21 87.42 88.76 88.61 90.26 88.73 87.44 87.02 88.02 88.13 89.15 88.92 87.49 89.50 88.21 88.27 89.12 88.69 89.10 86.41 84.37 87.52 87.65 87.65 88.11
793 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.35 88.37 86.12 88.34 87.47 89.44 88.73 88.16 87.38 87.16 88.44 89.73 88.02 88.92 87.65 87.28 88.00 88.51 89.44 88.94 89.25 87.36 88.78 85.10 87.82 87.56
794 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.38 89.45 87.04 87.98 87.06 90.74 88.44 87.96 88.00 86.63 89.20 88.80 88.11 88.79 87.18 88.05 88.14 88.24 90.54 88.53 88.82 86.64 86.20 87.36 88.89 86.97
795 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.90 88.25 87.72 88.12 86.14 88.37 88.66 88.98 88.23 86.88 88.59 87.04 87.29 87.84 88.37 88.22 86.93 88.26 89.74 90.09 86.63 87.48 88.64 87.10 87.18 85.79
824 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.50 89.11 88.85 88.34 88.16 88.42 88.69 86.76 87.17 89.42 90.72 88.87 90.00 85.80 87.93 88.75 87.85 88.78 87.98 89.42 88.86 86.13 88.00 85.81 86.84 86.96
825 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.66 88.56 87.02 86.58 88.40 88.58 88.72 89.72 88.38 87.55 87.87 88.86 89.10 88.65 86.48 88.25 88.45 88.06 88.78 87.40 85.09 86.43 87.68 86.10 90.69 89.82
826 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.19 88.27 88.65 85.71 86.97 89.67 86.51 89.31 89.28 88.29 89.78 89.40 89.94 88.28 87.48 89.27 87.92 89.85 89.24 88.32 87.20 87.18 87.99 84.08 87.87 85.97
827 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.85 88.24 87.73 89.21 89.17 89.08 88.36 88.74 88.69 88.65 89.47 88.66 87.99 87.67 89.27 88.99 88.37 87.83 89.45 88.19 87.76 89.01 88.73 85.96 85.41 88.04
856 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.82 88.63 88.44 87.48 88.49 88.01 87.05 88.52 87.36 87.21 87.93 89.76 88.67 88.04 88.60 88.77 88.15 87.97 89.21 89.20 85.36 86.16 87.31 84.87 85.67 88.88
857 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.49 88.86 88.89 88.48 87.38 88.92 88.14 88.47 88.32 87.19 89.73 89.69 90.21 88.83 87.88 89.31 89.02 88.14 88.29 88.75 88.53 85.79 87.11 87.37 86.27 86.25
858 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 86.87 87.22 86.34 87.64 87.80 88.60 88.28 88.55 88.95 88.26 89.23 88.44 88.48 86.97 87.74 87.88 88.79 88.13 89.02 89.22 86.62 86.90 87.53 85.25 86.26 86.81
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 86.80 88.26 88.33 88.84 88.31 90.03 88.10 88.56 89.32 87.00 90.24 89.70 89.67 87.79 89.48 89.40 88.94 88.47 88.03 88.88 85.83 85.85 89.52 85.66 86.53 86.69
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.64 88.38 88.22 88.88 87.99 89.76 88.58 87.83 88.46 88.14 88.14 89.45 89.23 87.91 89.70 88.63 88.23 88.59 89.83 89.15 87.57 85.78 88.40 87.04 88.69 88.58
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.95 88.75 86.61 90.37 86.14 90.23 88.25 88.99 87.84 87.86 89.59 89.34 87.93 88.32 88.55 88.62 89.80 88.65 88.92 89.06 87.10 86.08 89.94 89.64 89.54 88.30
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.16 87.60 89.03 87.98 87.76 89.70 87.25 88.62 88.19 88.23 89.70 89.33 87.22 88.64 88.74 88.25 88.82 88.18 89.76 89.69 85.68 87.10 90.45 88.25 87.80 87.05
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.59 88.57 86.27 89.14 88.19 89.18 88.43 87.74 87.87 87.63 88.90 90.55 88.20 89.02 88.41 88.91 88.86 88.99 88.91 88.69 87.48 87.28 89.35 87.29 89.47 87.45
920 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.85 87.60 88.61 87.73 88.54 90.92 88.54 88.95 86.49 87.60 88.25 89.25 88.01 88.50 88.76 87.50 88.27 88.79 88.56 89.93 88.97 86.03 89.63 87.19 86.41 87.03
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.22 87.60 87.24 88.19 87.85 89.69 88.76 89.94 90.18 86.62 89.63 90.37 88.96 87.96 88.93 88.11 87.89 88.57 89.94 88.91 87.23 87.26 89.02 87.60 87.97 88.89
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.67 89.00 88.46 88.40 88.51 88.94 88.91 89.29 88.69 87.79 88.74 89.24 88.64 87.82 89.90 88.36 87.51 88.53 89.42 89.27 88.13 88.79 86.62 88.46 86.39 86.98
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.61 88.30 88.72 87.43 89.11 88.08 86.91 88.52 87.80 88.79 89.19 89.24 89.50 88.07 89.74 88.95 88.53 89.80 89.46 88.20 86.96 86.57 89.04 86.95 87.42 88.28
952 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.89 87.25 86.70 88.41 89.32 88.79 88.25 86.99 88.66 88.26 89.37 89.35 88.72 88.57 85.70 90.37 86.14 88.33 89.29 87.95 85.76 87.78 87.11 87.29 86.43 85.75
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.89 89.75 89.39 88.62 87.96 89.10 86.91 86.89 88.57 89.44 89.32 90.20 88.53 88.16 86.47 89.34 89.25 89.65 88.89 89.22 85.30 86.54 88.15 85.76 88.59 87.87
954 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.20 88.46 88.43 88.38 88.35 89.82 88.00 88.88 86.94 86.52 89.64 88.09 89.02 88.55 88.08 88.90 87.10 88.44 87.53 90.02 84.15 87.32 88.24 87.09 89.23 88.10
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.23 89.82 88.54 89.58 88.32 89.10 88.30 88.26 89.01 88.77 89.53 88.31 89.84 89.37 88.56 89.21 88.90 89.26 90.46 89.44 86.91 87.02 90.05 87.11 88.06 87.30
984 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.52 88.34 88.41 88.81 87.17 90.19 87.98 87.42 87.92 87.20 89.50 87.69 88.82 87.32 87.07 89.19 88.85 89.16 87.81 90.39 87.94 86.93 89.48 87.63 88.20 87.18
985 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.75 88.51 86.39 88.21 88.99 89.16 88.31 88.30 88.24 88.32 88.21 88.05 89.50 87.46 88.97 89.39 88.06 89.12 90.66 88.32 88.85 86.46 88.15 87.76 88.24 87.54
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.05 88.17 88.69 89.04 89.10 90.25 89.48 88.52 88.21 86.75 89.85 88.45 88.68 88.21 88.53 88.50 87.93 88.00 89.51 89.94 88.84 86.63 88.43 89.54 88.00 88.33
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.29 88.74 88.88 88.51 88.48 88.94 88.24 87.56 88.86 88.11 90.01 90.22 87.73 88.80 88.46 89.14 87.70 89.67 88.67 91.23 86.31 90.05 88.71 87.60 89.08 85.53
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.19 88.25 87.92 88.28 86.93 89.70 87.70 90.25 88.89 86.94 89.07 89.74 87.81 88.85 89.18 88.98 87.83 88.35 88.21 88.69 89.79 87.25 88.69 86.63 88.82 89.42
1017 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.85 87.63 87.74 89.07 87.44 87.72 88.30 86.08 89.33 88.17 88.33 89.31 87.90 87.16 87.43 88.09 88.48 89.10 87.72 89.05 86.42 85.08 88.71 86.36 87.62 89.04
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.93 88.47 88.70 89.00 89.73 89.14 88.38 88.08 87.55 87.43 88.99 90.13 88.69 87.39 88.29 88.63 87.52 88.53 89.08 89.72 85.32 87.01 84.79 85.80 89.93 87.40
1019 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.82 87.86 87.83 89.17 89.04 88.44 87.78 87.83 88.00 88.91 88.97 88.15 89.66 86.82 88.58 88.17 87.90 89.17 89.67 90.00 87.56 87.71 87.54 89.09 88.15 89.10
1048 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.56 87.92 87.97 88.15 86.70 88.01 88.79 88.41 88.85 88.59 89.50 89.21 87.99 89.93 87.70 88.38 87.27 87.42 88.55 88.22 85.96 87.91 88.93 86.56 85.86 87.29
1049 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.91 89.02 87.71 87.75 88.01 87.92 88.51 88.68 89.19 87.91 89.17 89.38 88.90 89.24 88.52 88.46 87.10 88.31 88.80 89.14 88.41 87.65 88.85 84.62 86.01 85.58
1050 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.50 87.98 87.13 86.78 87.00 90.04 87.97 87.84 89.64 87.97 89.50 89.94 87.38 88.88 88.83 88.19 89.39 88.30 89.46 89.01 87.75 85.86 88.19 85.02 90.47 87.02
1051 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 87.02 88.97 88.99 88.63 88.67 89.16 87.78 90.05 88.40 87.77 89.41 87.98 88.38 87.61 88.31 88.30 86.57 89.00 88.71 89.87 87.70 86.63 89.30 85.67 85.09 87.20
1080 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.28 89.01 87.59 86.28 87.25 89.62 89.19 88.91 87.69 87.98 90.18 88.11 87.84 89.17 88.65 87.61 88.67 86.56 88.38 89.14 87.64 85.93 86.66 87.48 88.04 88.14
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.89 88.86 87.76 87.72 87.22 88.02 88.54 88.35 87.91 88.49 89.37 89.23 86.57 87.53 88.58 89.01 89.18 88.24 89.24 89.36 89.08 88.32 88.79 88.51 89.69 86.88
1082 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.84 88.54 88.03 89.20 87.27 88.17 88.95 88.00 89.14 88.90 88.82 90.07 89.41 87.82 87.88 88.97 88.38 88.00 88.43 89.17 84.80 86.81 89.53 84.34 89.17 87.17
1083 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.01 88.52 88.46 86.85 89.12 89.14 89.67 89.57 87.00 88.16 89.38 88.92 88.47 86.61 87.95 87.70 87.15 87.05 89.08 89.42 87.99 85.80 89.78 87.24 88.39 85.12
1112 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.92 90.17 89.10 88.24 87.98 89.77 87.55 88.11 87.27 88.72 89.28 88.82 87.99 87.33 87.54 87.47 88.91 87.65 89.39 88.59 86.07 87.28 88.46 86.44 85.62 86.58
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.45 88.31 89.06 89.33 87.36 90.38 89.13 88.98 88.29 87.67 89.77 89.19 88.87 86.38 88.63 88.25 89.72 88.48 89.37 88.95 86.05 86.58 89.56 87.02 87.27 87.85
1114 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.23 88.24 87.98 87.84 89.07 88.90 88.68 88.60 88.44 87.85 89.72 88.14 88.57 89.56 87.52 87.51 88.43 88.20 90.71 89.71 87.37 87.93 87.57 86.93 86.12 88.72
1115 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.22 88.64 88.15 87.52 87.42 89.18 89.16 89.53 87.18 87.76 90.01 87.64 88.21 87.35 87.83 88.02 88.90 88.75 90.00 89.39 87.85 85.35 88.29 87.65 86.56 86.60
1144 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.24 89.57 87.13 87.92 87.51 88.32 87.61 87.84 89.61 86.70 89.16 90.02 87.99 87.25 86.73 89.38 87.69 88.94 89.19 88.89 85.33 85.71 83.91 86.53 88.63 88.77
1145 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.77 88.56 89.31 86.92 87.85 88.49 86.83 87.85 86.00 89.18 89.18 88.36 88.81 89.27 87.51 89.23 87.23 89.34 87.98 90.71 84.75 87.47 85.49 86.58 88.30 86.98
1146 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.43 88.01 88.23 87.51 87.14 89.00 87.66 87.85 87.01 86.65 88.69 89.45 86.91 88.15 88.92 88.01 87.92 88.55 88.82 88.99 89.03 87.05 88.50 85.35 87.19 86.01
1147 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 87.16 88.36 87.58 86.28 86.98 88.43 87.84 89.07 88.14 87.07 89.65 89.53 89.42 87.31 87.72 88.64 88.74 89.04 87.80 89.42 85.91 86.54 86.05 87.36 87.11 87.15


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
24 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 91.13 91.61 79.75 88.06 87.91 88.17 89.14 91.46 90.13 90.37 90.18 90.57 88.29 90.24 89.18 85.18 90.41 89.07 88.68 87.85 89.28 89.60 88.32 87.92 89.98 86.42
25 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 90.47 90.94 92.31 90.08 91.45 89.27 92.58 91.55 89.31 89.85 90.16 89.17 91.47 91.10 88.84 92.14 88.12 89.98 89.22 90.50 90.03 90.95 91.94 90.61 88.55 89.33
26 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 90.78 88.75 90.61 88.35 89.33 90.01 88.61 88.70 91.31 88.74 90.82 90.60 92.34 88.27 90.95 90.24 89.59 89.04 89.13 88.16 89.90 91.38 88.47 89.55 90.76 89.94
27 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 89.95 89.77 93.10 92.06 88.68 92.40 89.82 89.20 92.43 89.61 88.77 91.81 91.13 92.38 86.36 92.96 90.63 91.38 89.76 88.60 90.17 87.99 88.11 90.86 89.69 90.36
56 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.73 92.02 83.56 91.25 89.97 89.70 90.90 88.71 89.27 90.59 88.71 92.25 90.41 89.72 87.97 89.98 89.20 88.78 90.71 89.00 88.28 89.74 89.84 88.61 91.14 89.33
57 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.73 92.39 92.36 92.35 92.28 92.68 90.12 89.03 90.32 91.11 89.78 90.41 90.78 90.28 89.88 91.68 91.30 91.75 89.27 91.34 88.86 91.69 89.56 92.31 87.77 90.71
58 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 93.32 92.60 90.80 90.61 90.98 90.17 88.58 88.64 86.77 91.97 91.96 91.14 90.83 87.42 89.91 91.75 90.47 91.00 90.92 92.72 91.10 90.33 91.90 89.46 90.68 89.89
59 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.52 93.23 91.44 90.25 91.11 90.97 90.15 92.03 91.38 91.01 91.43 90.30 89.99 91.66 91.61 93.00 89.72 88.74 94.46 90.44 89.97 88.20 91.57 91.04 90.73 89.22
88 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.43 92.70 89.61 91.03 90.28 90.88 91.66 90.60 90.32 91.77 90.92 90.53 92.18 91.20 91.06 91.67 91.76 90.91 91.67 91.66 90.00 89.01 90.01 93.54 92.88 88.38
89 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 91.88 90.95 90.72 90.81 91.92 93.09 93.56 92.85 91.97 89.03 90.93 91.06 93.90 91.39 89.87 91.05 91.60 90.27 90.57 91.18 91.50 91.52 90.19 90.40 89.83 92.70
90 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.69 90.29 90.57 89.77 93.24 89.25 90.88 88.29 89.68 91.49 88.37 90.05 90.16 90.23 88.43 91.53 89.69 89.11 89.83 91.79 91.89 91.18 90.63 90.13 89.45 87.64
91 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.23 91.14 91.29 90.62 91.69 89.23 87.40 89.04 91.85 90.35 89.88 90.72 91.73 89.50 90.41 92.55 91.34 91.56 88.92 91.30 88.85 89.88 89.51 91.53 90.20 92.53
120 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 89.89 91.71 90.59 88.86 89.08 89.28 90.03 90.64 89.38 88.43 90.11 87.23 89.41 88.01 88.47 87.56 89.95 88.06 89.41 89.33 87.69 91.15 91.26 86.59 91.63 89.21
121 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.45 88.52 91.05 91.08 89.81 91.87 89.01 90.32 89.46 88.64 90.22 92.49 92.04 91.70 87.82 91.92 91.60 87.58 90.14 90.72 90.19 91.28 89.89 90.93 90.88 91.71
122 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.26 87.88 91.37 90.38 90.39 90.05 87.17 88.59 91.27 89.92 90.35 87.80 89.27 89.89 91.22 92.67 89.18 90.65 90.03 90.34 90.74 91.22 90.72 90.77 89.84 89.89
123 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 91.24 93.35 89.99 92.45 89.55 92.02 91.19 91.21 89.76 90.23 88.03 88.77 93.53 91.61 88.94 91.88 91.88 93.27 89.78 91.03 91.26 90.49 92.10 90.58 90.52 88.66
152 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 91.22 91.12 91.00 88.74 90.03 90.18 89.64 92.57 90.77 90.58 91.49 91.85 91.35 90.22 89.71 92.99 91.75 92.16 90.62 90.00 89.85 90.52 87.72 89.75 92.38 91.55
153 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 93.03 92.42 90.70 91.59 92.33 91.24 89.58 90.93 94.25 90.74 90.14 91.13 93.02 91.50 89.77 89.73 92.86 90.55 93.39 92.55 91.09 91.52 91.50 90.75 88.19 89.69
154 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.07 91.76 92.95 89.70 91.81 89.13 93.01 90.87 91.99 90.88 91.24 88.97 91.53 91.77 88.83 90.46 91.10 89.10 91.17 91.87 91.29 92.06 92.63 91.54 91.56 89.92
155 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 90.85 92.57 89.75 89.86 89.35 92.07 89.85 91.28 90.18 88.65 90.57 88.67 89.62 92.55 90.67 89.92 89.82 90.54 87.09 89.64 89.81 87.83 91.14 88.82 89.71 89.61
184 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 90.03 90.85 92.05 91.69 89.56 89.99 91.10 90.02 90.52 90.86 92.33 90.90 93.30 91.60 88.35 91.79 90.02 88.21 91.47 88.75 90.42 90.40 92.58 92.22 90.48 90.62
185 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 90.76 92.67 94.77 90.90 92.25 92.43 92.60 89.33 88.55 90.61 89.15 92.62 92.90 90.46 91.86 93.46 92.44 91.67 90.49 91.10 90.19 90.74 93.19 88.96 89.70 89.92
186 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 90.33 89.62 93.22 91.24 90.61 90.49 92.59 90.44 89.79 92.29 92.37 91.38 92.35 91.28 89.28 90.68 91.28 92.39 90.97 90.28 90.84 90.11 91.36 91.26 88.90 89.35
187 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 93.01 91.38 92.12 92.43 90.90 90.30 91.57 91.53 90.40 89.81 91.45 91.50 92.34 89.73 89.37 91.53 91.02 90.86 91.18 90.28 91.97 88.96 91.73 89.03 88.58 91.15
216 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 90.24 91.26 90.18 89.01 88.41 87.88 89.53 90.78 89.82 92.17 92.03 90.29 89.25 91.58 89.92 91.00 91.30 88.66 89.05 91.64 89.76 90.19 93.15 90.94 91.61 89.57
217 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 91.77 90.66 91.65 90.75 89.95 90.47 89.15 93.96 91.02 90.45 90.64 91.50 90.23 91.95 91.75 91.21 88.08 90.30 91.50 90.54 91.31 91.32 91.98 90.34 90.16 90.07
218 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 91.76 89.65 90.78 89.82 92.67 90.04 92.00 88.88 92.95 88.18 91.26 89.27 91.72 90.40 89.56 88.23 91.78 90.42 91.20 90.28 89.36 89.59 91.67 89.20 91.21 91.89
219 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.86 92.38 89.68 89.36 92.81 90.93 90.04 90.90 91.05 90.62 87.53 90.69 91.72 90.20 90.08 90.68 90.56 89.17 92.78 92.70 91.24 91.07 90.98 89.63 90.89 91.31
248 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 88.28 91.05 92.50 90.37 91.60 90.49 88.56 91.49 90.81 92.23 90.24 89.96 89.87 90.41 91.07 91.39 89.77 91.16 91.09 91.35 88.91 90.87 90.42 89.66 88.82 91.35
249 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 92.28 91.40 92.74 90.07 93.06 90.94 92.50 92.03 90.65 88.60 90.64 88.30 93.56 90.81 90.95 90.68 91.75 92.51 94.58 89.28 89.74 91.65 90.69 91.44 91.52 90.38
250 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 90.48 92.48 92.13 90.93 90.38 89.43 89.40 90.89 92.17 91.09 92.27 89.45 90.96 92.07 91.43 92.30 91.08 91.48 90.26 90.60 93.00 91.67 92.75 89.86 89.63 90.70
251 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 92.06 90.57 91.48 87.94 90.75 91.60 90.32 91.76 91.72 89.64 90.58 91.27 91.72 90.24 90.86 91.26 89.88 91.39 91.29 90.33 89.68 90.03 90.33 88.22 88.86 91.20
280 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 89.27 90.85 92.13 91.58 92.31 90.87 92.50 91.21 91.70 90.65 92.15 92.43 91.50 89.25 88.97 91.44 91.04 91.99 90.28 92.34 91.15 88.23 92.48 87.55 91.54 88.10
281 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 89.78 91.46 91.47 90.43 92.71 90.67 87.14 92.07 91.59 91.21 89.58 89.00 90.29 91.40 91.51 91.12 90.52 92.47 92.63 93.26 90.78 89.76 91.63 89.73 89.84 90.32
282 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 92.59 91.93 93.30 91.87 91.48 90.74 89.82 91.31 91.51 89.65 92.16 90.02 91.25 90.35 90.62 92.83 90.96 91.17 91.38 91.15 91.30 89.08 89.31 87.46 89.79 88.64
283 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 90.93 91.47 90.00 91.59 91.98 91.13 89.94 91.87 93.24 90.52 92.99 91.21 91.31 89.20 88.27 93.01 93.57 92.03 90.77 92.82 90.33 88.43 90.43 90.97 88.24 91.05
312 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.62 88.73 92.19 92.20 89.95 88.25 88.20 88.54 86.71 90.48 91.81 90.13 92.19 90.64 88.97 92.02 91.67 88.70 93.74 93.27 91.53 90.08 89.02 89.11 90.23 89.36
313 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 89.97 89.56 92.68 90.66 91.09 90.81 88.81 90.99 86.94 89.38 89.95 88.83 92.31 88.97 90.62 91.37 93.01 88.58 91.54 89.98 90.28 92.51 89.54 89.78 89.58 89.55
314 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 90.43 90.05 90.75 86.82 87.34 91.05 88.66 89.46 91.70 89.46 90.62 88.89 92.33 89.53 88.03 89.08 90.59 88.64 89.23 90.05 89.57 90.81 92.19 89.44 88.20 90.34
315 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.86 90.98 92.04 91.45 91.62 90.62 92.23 92.51 90.97 91.89 91.79 89.88 90.80 91.09 91.33 89.85 92.02 90.41 92.86 89.51 89.89 91.31 90.59 91.60 89.76 90.99
344 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 90.61 84.69 90.63 87.17 90.59 89.63 89.16 87.66 88.49 92.74 90.78 90.23 90.20 89.16 86.70 90.55 91.01 91.88 92.06 93.06 89.35 90.08 90.31 86.79 88.70 88.09
345 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 90.53 91.10 91.99 92.98 90.16 90.66 90.76 90.46 90.68 89.05 90.70 92.43 91.32 90.51 90.16 91.42 92.79 89.95 91.06 92.50 90.77 90.49 89.16 89.80 91.79 91.45
346 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 90.69 90.23 91.01 92.45 92.01 91.25 90.98 89.97 92.19 91.12 90.71 89.64 93.24 90.18 90.40 89.76 91.18 90.89 91.51 88.95 90.31 90.04 85.62 92.50 90.52 89.54
347 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.31 90.30 89.95 89.46 91.64 87.94 89.07 89.10 89.36 88.08 92.61 89.30 90.60 91.36 92.69 92.66 90.30 91.61 90.20 90.88 91.06 89.53 91.76 89.43 88.84 89.65
376 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.84 88.96 91.45 89.60 87.40 90.26 88.02 91.52 91.87 93.67 90.56 90.55 88.21 90.75 91.33 89.77 90.61 91.45 91.62 87.68 90.18 89.34 90.44 89.61 91.64 91.69
377 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 90.83 91.24 92.05 88.18 91.25 89.35 91.81 87.88 91.74 91.59 91.54 90.51 91.97 88.88 90.00 92.54 91.10 92.53 90.81 91.71 90.31 91.06 91.81 88.52 90.59 89.47
378 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 93.03 91.03 93.39 92.08 89.13 90.08 88.86 89.28 93.69 90.53 90.51 90.88 91.01 91.66 92.39 91.36 88.61 93.42 90.22 93.08 91.37 87.74 90.35 89.72 91.04 91.37
379 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.75 92.10 91.44 91.82 91.05 89.62 91.09 91.39 92.37 89.47 90.26 91.52 91.82 91.65 90.58 90.31 91.63 89.28 92.41 93.04 92.39 90.91 91.64 89.59 92.18 92.14
408 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.08 91.54 91.26 88.57 91.06 88.84 89.02 88.09 91.08 24.42 89.40 88.42 87.78 90.65 89.72 89.02 90.95 90.62 24.42 88.51 90.27 90.08 91.19 92.03 88.48 89.29
409 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 91.45 92.24 91.23 89.93 91.77 88.54 91.12 89.47 89.43 88.40 88.51 90.40 90.30 91.32 90.78 92.90 91.43 88.97 89.55 91.75 90.13 90.56 90.09 90.25 91.75 90.33
410 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 90.32 89.01 89.32 89.45 87.24 88.54 86.62 90.35 90.08 86.72 88.26 91.26 89.02 87.61 87.32 89.19 92.46 86.01 89.73 90.27 90.81 90.75 90.35 86.54 89.34 85.68
411 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 90.50 90.73 90.50 92.22 90.22 89.55 90.94 90.40 91.25 89.36 90.33 89.84 90.71 92.96 89.94 90.39 92.52 88.22 90.43 91.67 92.39 88.94 92.91 91.60 88.79 91.40
440 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.07 93.30 91.96 87.86 90.76 90.28 89.73 92.52 88.94 90.85 89.81 89.63 91.08 91.27 88.29 90.99 90.32 88.60 91.34 91.95 90.11 90.61 91.99 89.72 89.15 91.45
441 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 93.82 89.01 88.74 92.55 90.25 91.49 91.48 90.10 89.27 88.82 92.91 91.82 89.37 90.79 92.75 91.12 89.39 90.77 93.24 93.08 88.38 90.05 88.02 90.41 88.61 90.56
442 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 91.55 91.31 93.00 89.51 91.98 88.32 89.75 91.29 90.63 90.70 91.18 89.46 93.30 91.14 90.13 91.70 90.27 90.19 91.08 91.08 91.05 90.81 90.69 91.06 91.53 90.57
443 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 91.21 92.08 91.17 92.16 91.05 91.83 90.06 92.04 90.09 90.71 91.22 91.44 93.23 90.40 91.21 90.25 89.57 92.04 92.41 92.22 89.66 91.44 90.72 89.88 90.29
472 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 90.30 91.48 91.70 91.32 88.86 87.89 91.56 90.90 89.76 90.30 92.51 91.68 89.86 91.87 88.12 92.93 91.59 93.53 92.50 91.14 88.59 89.87 91.73 90.10 89.88 89.39
473 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 91.85 93.80 91.54 91.99 92.49 92.10 91.43 91.69 93.10 93.06 89.55 89.73 90.90 92.11 90.02 92.76 90.99 91.93 90.56 90.13 93.11 90.99 92.50 92.09 91.95 87.69
474 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.39 92.53 92.63 91.90 92.99 91.40 90.32 90.01 90.88 90.75 91.84 90.57 92.61 90.79 90.08 92.15 92.26 91.40 91.59 91.28 90.32 88.88 91.70 89.14 89.12 90.20
475 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 90.94 90.47 92.97 91.00 91.80 90.87 89.89 88.29 90.27 91.30 91.18 90.51 91.98 88.48 89.49 90.58 92.91 92.02 92.16 92.01 89.52 91.43 89.40 89.81 89.54 91.92
504 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 85.92 90.58 90.69 89.58 89.57 88.95 88.63 88.35 86.68 87.59 91.24 87.96 90.03 89.05 87.77 90.75 90.08 85.14 91.43 87.41 90.33 90.12 92.79 89.64 88.65 88.58
505 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 91.44 89.63 91.26 91.20 90.26 87.87 92.31 90.73 90.97 92.25 92.56 89.29 90.78 89.59 88.82 91.35 90.21 92.47 91.62 90.67 91.49 89.96 93.35 90.45 91.72 91.62
506 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 91.41 90.42 88.60 88.51 89.53 91.70 86.61 86.14 89.29 88.70 90.86 89.02 89.64 90.28 90.37 86.97 89.81 89.15 91.71 92.04 89.76 87.88 92.84 89.64 89.84 90.15
507 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 90.31 89.85 89.82 88.60 91.31 88.99 87.37 89.47 91.61 88.34 90.26 88.06 91.63 88.88 89.58 90.96 88.60 89.12 93.55 90.53 91.60 92.28 87.58 89.21 87.57 88.22
536 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 90.98 92.54 91.79 91.85 92.43 90.70 93.27 91.51 91.80 91.06 92.66 89.82 91.19 91.60 87.36 92.47 87.65 90.86 92.09 90.80 92.51 87.39 91.08 90.74 88.64 89.04
537 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 89.89 91.42 90.98 92.34 90.27 89.85 85.41 92.29 91.15 89.67 93.97 90.65 92.52 91.52 92.01 89.47 91.85 91.56 91.59 91.43 91.67 90.83 92.24 89.66 92.92 88.94
538 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 93.55 93.12 91.74 87.97 88.41 90.54 91.80 90.35 89.08 91.32 89.72 89.56 91.04 91.00 89.23 88.59 90.02 91.30 91.50 90.84 91.27 90.19 89.12 90.10 91.07 90.30
539 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 95.03 91.55 92.57 88.68 91.08 90.57 90.93 90.77 91.37 91.50 94.39 91.99 91.61 92.35 90.64 92.26 93.93 91.88 91.67 91.34 93.01 90.58 91.79 91.09 92.60 90.73
568 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.35 91.10 91.87 92.98 93.44 90.39 93.03 90.03 91.03 91.39 90.31 90.35 91.96 92.41 89.18 92.05 91.72 90.85 90.32 90.75 91.65 90.71 90.55 89.79 89.75 91.29
569 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.45 89.65 92.33 88.82 90.62 91.20 92.25 91.27 90.14 91.70 90.20 90.05 88.78 89.81 88.40 88.98 92.33 92.43 90.89 91.43 89.37 89.82 91.25 88.51 89.12 88.66
570 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 93.06 92.79 93.49 90.40 91.95 89.18 92.17 92.40 90.94 88.97 92.67 90.30 91.51 91.62 91.15 91.07 91.31 91.79 88.79 91.53 92.94 90.29 92.28 90.30 90.28 92.10
571 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 92.46 89.93 93.83 92.48 90.54 90.52 92.83 92.03 89.59 90.29 90.79 91.14 91.82 90.36 91.85 92.17 92.16 91.16 90.19 90.01 92.76 90.05 90.66 91.66 91.19 89.75
600 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.79 88.18 90.53 89.61 90.23 90.50 89.68 90.46 89.08 89.58 91.28 88.88 89.06 92.27 89.26 91.17 89.13 89.85 92.30 90.36 91.54 89.22 90.40 87.38 92.06 88.02
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.03 92.17 87.72 90.11 90.07 90.43 90.10 90.74 90.32 87.72 90.04 90.22 91.03 90.30 90.54 89.21 88.84 88.37 91.70 89.30 90.01 90.06 90.26 89.96 91.55 87.53
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.05 90.46 87.91 88.29 89.33 90.01 89.31 87.78 90.01 89.48 90.70 90.16 88.28 91.21 88.24 89.54 89.78 88.41 90.33 88.37 87.38 87.83 89.61 89.30 89.37 88.18
603 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.57 89.80 90.97 88.95 88.76 90.25 89.09 88.80 89.67 88.87 90.65 86.43 90.31 89.42 90.12 89.69 90.28 89.43 90.97 88.72 91.27 88.73 90.54 88.88 90.68 88.24
632 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.84 89.87 91.76 90.31 90.10 88.43 90.36 88.39 91.78 90.38 91.90 91.06 90.75 89.91 90.65 90.86 89.54 90.11 89.77 91.54 87.89 89.27 90.26 89.34 87.25 90.81
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.57 90.14 92.00 91.44 93.55 91.08 90.86 89.34 90.09 90.05 90.29 90.84 90.28 89.64 89.80 90.58 91.19 90.96 91.33 90.65 90.85 89.81 91.80 89.30 90.68 91.25
634 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.58 90.59 91.36 89.98 91.06 84.18 91.58 89.70 88.72 88.61 91.44 90.50 88.49 92.03 89.36 90.76 91.10 89.21 93.48 91.60 91.85 87.94 93.21 90.76 89.79 89.95
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.94 90.98 92.29 90.48 89.16 93.31 89.18 90.99 90.66 90.36 94.02 90.30 88.68 90.83 89.56 90.00 91.67 89.80 93.76 89.62 90.70 89.70 92.72 91.01 91.03 90.78
664 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.84 91.31 91.08 88.30 90.40 90.72 92.02 91.40 89.43 91.62 93.47 90.81 91.39 89.61 91.32 91.28 90.54 89.06 92.26 89.96 90.39 90.93 92.81 88.73 91.24 90.39
665 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.89 90.87 90.92 91.56 90.76 89.90 90.11 91.56 90.07 89.07 90.71 90.95 90.35 90.27 89.35 91.01 91.34 91.36 91.70 91.45 89.76 90.74 91.25 91.40 89.50
666 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.41 92.29 92.40 90.62 90.03 92.03 91.96 88.84 89.87 90.85 90.92 90.03 90.43 90.29 91.67 91.55 91.55 89.47 90.58 91.81 90.24 90.99 91.71 88.83 89.74 90.19
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 92.05 91.04 90.79 91.79 90.23 89.92 90.43 91.14 90.91 89.38 91.91 91.54 92.60 90.58 89.55 88.67 90.57 91.59 90.85 91.52 89.25 89.68 91.19 90.51 90.15 93.27
696 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.16 89.15 90.46 87.90 90.05 88.58 90.46 89.42 90.85 88.83 90.83 89.74 90.39 91.79 89.92 90.05 91.01 88.52 91.42 91.49 91.05 89.44 90.27 88.35 92.26 90.37
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.08 87.46 89.40 90.30 90.91 89.57 88.66 89.12 89.40 88.46 89.29 88.43 90.44 91.99 89.06 90.65 89.73 90.60 93.01 88.96 91.19 88.80 92.68 91.35 89.55 88.89
698 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.85 91.77 90.48 88.60 88.66 91.26 89.84 89.90 89.14 89.87 91.48 89.63 91.00 91.61 90.21 91.34 91.07 90.56 88.99 91.26 89.05 89.45 91.37 90.03 87.32 89.62
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.28 90.79 89.06 88.43 90.13 89.12 89.12 90.53 89.89 89.21 92.78 90.96 89.12 90.11 88.71 90.11 89.80 88.83 92.52 89.97 87.28 89.69 90.81 89.78 91.11 90.32
728 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.85 91.11 91.12 89.56 91.05 90.31 89.12 90.13 90.92 92.02 90.55 93.08 89.84 92.49 91.82 90.18 89.95 90.39 92.24 88.09 89.14 90.14 89.18 89.13 91.80 90.74
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.97 91.04 91.50 91.12 91.79 92.00 92.33 90.55 90.40 87.59 91.74 92.39 92.22 91.23 89.84 91.71 92.06 91.21 91.67 91.34 91.52 90.46 92.05 90.86 91.13 87.72
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.82 91.57 93.03 91.03 90.73 90.82 91.65 90.97 92.04 90.03 92.33 92.62 90.25 91.50 90.61 91.17 89.94 90.92 91.51 90.52 92.24 89.41 91.28 91.61 91.07 88.94
731 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.25 91.21 92.31 91.48 92.06 90.10 87.30 89.34 89.31 90.21 91.33 90.02 87.65 89.82 89.64 89.48 90.55 91.30 92.27 89.87 90.31 89.84 91.74 90.70 90.99 89.65
760 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.25 90.04 89.84 91.04 90.87 90.41 91.79 91.86 91.31 91.82 90.76 91.40 91.96 91.42 90.31 91.24 90.38 89.63 91.16 91.65 89.95 90.06 93.13 91.24 89.80 92.60
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.01 91.50 90.34 92.95 92.22 91.20 91.39 91.07 91.78 90.28 93.90 88.17 90.83 91.00 91.35 90.60 91.09 89.39 92.75 91.59 91.36 90.71 93.59 92.72 91.80 90.24
762 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.78 92.14 91.35 92.04 91.94 91.20 90.91 89.82 91.83 89.45 91.89 92.99 89.00 92.05 90.11 90.83 89.92 90.32 90.88 90.78 88.73 90.11 91.88 92.44 89.35 91.47
763 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.77 90.81 90.61 90.52 90.25 91.48 90.36 90.42 91.84 90.55 92.36 90.03 90.51 91.04 90.21 92.04 92.21 90.80 92.21 91.31 90.99 91.87 92.48 90.03 90.60 89.46
792 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.86 88.57 89.93 87.56 89.27 88.51 89.19 89.89 87.03 88.88 88.18 91.31 88.81 89.60 88.98 89.67 89.83 88.82 89.11 88.64 89.04 87.58 90.91 90.67 91.25 90.17
793 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.70 89.26 90.08 89.68 90.04 88.40 89.06 86.86 89.59 89.31 90.90 90.35 89.19 88.04 87.66 87.42 88.94 89.52 90.65 90.24 89.68 89.16 91.80 87.11 88.06 86.94
794 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.81 90.82 90.76 88.44 88.63 89.34 88.48 88.14 89.58 87.92 91.13 87.40 90.49 89.56 88.36 89.62 90.04 90.70 89.45 88.82 90.71 88.04 89.13 88.67 89.52 87.03
795 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.09 88.02 89.24 87.85 85.81 87.83 89.63 89.67 89.02 90.80 91.78 88.23 89.04 87.57 88.21 89.63 89.74 90.81 90.36 89.70 89.59 88.32 89.80 89.45 89.01 89.50
824 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.28 89.85 90.80 88.90 89.42 89.73 91.45 89.11 89.43 90.80 89.56 88.45 90.61 91.74 88.95 90.18 91.04 92.82 92.27 89.46 92.59 87.34 93.64 90.07 90.65 88.86
825 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 90.43 90.84 89.49 88.54 90.65 91.07 89.99 92.21 90.52 90.84 88.95 89.90 90.54 91.56 90.76 90.43 91.31 91.09 94.20 89.24 90.65 90.09 92.18 89.53 92.26 92.20
826 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.31 92.55 91.57 87.59 91.51 91.97 91.41 89.33 91.28 88.89 92.46 90.21 89.98 90.65 90.30 91.42 93.02 92.31 91.27 90.85 90.00 90.03 93.29 87.82 92.31 89.28
827 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 91.51 87.93 88.51 91.47 91.12 89.39 91.42 90.58 91.36 90.13 91.83 90.58 90.42 91.96 90.57 91.49 89.49 90.82 91.86 91.99 91.79 90.52 92.53 90.41 90.32 90.75
856 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.11 90.17 93.31 91.09 91.59 88.67 90.46 89.71 90.20 89.34 91.93 89.69 90.06 91.43 90.87 90.17 88.72 90.64 91.06 91.37 89.39 91.00 93.07 89.79 90.42 90.65
857 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.24 92.15 91.36 90.49 91.38 90.50 89.45 90.26 90.58 89.73 91.75 91.37 90.21 91.28 89.93 90.63 91.77 91.20 91.22 91.53 91.24 87.30 91.04 91.01 91.40 92.77
858 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 91.99 90.73 90.07 90.19 92.09 90.33 90.68 90.81 91.54 88.57 92.28 91.23 89.84 90.91 89.00 90.38 90.52 90.58 91.06 91.77 91.81 90.22 91.32 91.73 87.85 90.09
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 91.50 91.41 90.29 92.04 92.25 92.71 92.26 90.35 89.03 92.42 91.96 90.75 90.55 92.03 90.31 91.50 93.06 89.96 91.42 88.42 89.59 90.15 92.77 89.43 90.46 90.82
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.63 90.09 90.55 88.50 90.04 88.82 89.32 87.81 88.34 89.19 89.87 89.53 90.96 89.68 90.03 90.32 90.88 90.53 92.03 88.52 90.69 87.24 90.47 89.31 90.42 89.56
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.69 89.10 89.77 90.08 87.81 90.79 89.00 89.65 89.23 91.03 90.49 88.87 89.45 90.04 90.26 90.22 91.99 87.85 89.74 89.44 89.64 88.97 90.60 89.77 90.87 88.67
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.92 90.96 89.88 89.88 88.36 88.52 88.56 87.81 87.92 91.00 91.21 87.75 87.17 90.39 89.30 91.07 89.00 89.40 89.63 90.53 90.02 87.96 92.55 87.70 89.72 87.63
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.76 89.69 87.81 89.43 90.02 87.83 89.72 90.24 88.90 88.81 88.90 88.26 87.03 89.74 88.69 90.55 91.60 91.06 91.09 89.82 88.97 88.52 89.87 89.24 90.47 87.07
920 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.24 90.49 89.02 88.27 90.46 91.25 88.52 89.74 90.47 90.72 91.89 89.42 89.03 91.08 90.45 90.17 91.60 92.27 91.81 91.94 91.41 88.27 93.45 88.66 90.92 89.62
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.94 90.69 90.92 91.06 90.79 91.75 90.51 92.58 89.58 87.43 92.36 90.27 90.04 90.55 90.24 91.29 91.19 89.94 90.64 90.92 90.35 90.87 94.18 90.40 89.27 88.86
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.82 88.37 91.74 91.05 90.83 91.28 90.07 88.13 90.01 90.75 91.63 89.58 90.43 90.81 89.35 88.23 89.35 89.91 92.37 91.55 90.09 90.48 90.31 91.80 89.77 89.75
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.81 89.48 91.75 90.37 91.14 90.04 88.82 88.86 89.65 90.41 90.98 85.55 90.80 90.57 90.55 90.37 89.83 90.33 92.31 90.73 89.19 89.87 92.51 90.87 90.33 91.64
952 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 93.02 91.84 91.06 91.03 90.81 90.10 89.87 90.64 90.06 90.89 92.52 91.91 90.30 91.76 89.83 91.98 89.69 90.09 90.88 90.71 90.31 91.37 92.31 90.27 91.35 89.78
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.42 92.29 91.05 91.17 91.14 92.02 89.90 89.19 91.29 92.20 91.42 90.31 88.78 88.85 88.20 90.22 91.38 90.68 90.09 92.53 90.11 89.29 92.83 88.71 93.02 90.81
954 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.03 91.64 93.48 91.29 92.35 90.79 90.55 90.70 91.36 90.03 91.80 89.42 90.82 91.29 90.05 93.05 89.65 90.62 91.23 90.57 89.83 91.09 91.77 90.42 91.44 91.68
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.09 91.78 92.13 90.43 91.35 90.93 89.89 90.52 89.45 89.87 90.51 90.46 90.95 89.38 90.95 89.23 90.52 90.05 92.80 91.44 89.80 90.45 92.40 91.13 90.91 89.37
984 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.31 90.23 89.78 91.56 90.17 92.53 89.00 88.22 90.58 89.35 92.03 88.79 89.12 89.40 88.57 91.24 90.93 90.51 91.50 89.43 89.00 88.83 91.70 91.13 88.96 88.18
985 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.84 90.85 91.07 89.56 90.66 89.73 89.65 89.58 89.76 89.31 91.55 87.44 90.27 91.85 88.99 89.77 90.08 91.29 89.14 89.24 92.09 88.82 90.76 90.30 91.54 89.88
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.82 89.33 91.83 92.50 90.34 90.59 89.28 89.65 91.37 89.11 90.64 89.08 91.00 90.77 90.08 89.30 88.72 89.75 91.54 89.64 90.71 90.76 92.58 92.22 91.48 91.12
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.88 89.06 89.10 89.56 88.47 89.32 89.37 86.40 90.78 89.70 90.81 88.43 88.75 89.59 88.96 88.63 89.80 91.26 90.89 89.06 88.16 90.72 90.37 90.09 90.58 87.86
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.70 89.09 91.18 89.69 91.51 91.54 90.48 91.14 90.21 89.44 91.55 91.30 89.21 90.39 90.09 90.31 90.44 91.70 90.78 90.56 92.79 89.31 91.89 91.58 90.33 92.56
1017 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.38 89.37 90.18 90.83 89.44 90.46 90.81 89.98 90.21 91.30 90.52 89.17 91.23 90.16 89.45 90.84 90.83 89.08 88.84 86.05 89.95 89.37 92.16 89.17 91.20 91.81
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.41 89.90 92.08 89.53 89.36 89.56 89.88 90.58 90.13 89.40 90.76 90.01 90.85 89.38 90.51 89.64 91.62 91.33 92.53 89.10 91.32 90.29 90.55 90.33 90.06 90.99
1019 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.05 89.77 91.16 90.06 90.00 87.71 89.02 90.00 91.19 91.87 89.62 91.58 91.35 88.33 91.00 90.77 90.59 91.28 91.62 91.55 90.71 89.82 92.29 91.89 92.80 91.55
1048 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 89.54 90.12 91.00 90.74 91.41 91.49 90.83 90.04 89.68 90.68 91.97 90.21 91.40 92.60 91.07 92.04 91.97 90.68 92.76 90.50 87.37 91.24 93.79 90.66 91.23 90.22
1049 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.97 91.00 90.40 89.80 90.10 89.54 89.90 89.42 89.83 88.92 90.39 90.58 89.76 91.31 90.89 90.83 90.02 90.27 92.19 91.59 91.33 89.84 91.88 89.75 91.64 90.28
1050 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.29 90.01 90.76 89.43 92.19 91.30 91.54 90.97 92.04 90.14 91.57 91.54 89.89 93.02 88.91 90.62 91.31 90.05 92.52 90.10 90.64 89.99 92.68 87.34 93.61 91.37
1051 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.30 90.80 93.22 91.15 90.34 93.23 90.78 90.80 89.49 92.33 91.07 87.89 89.96 91.35 91.31 90.69 90.52 89.66 91.65 91.01 92.30 89.55 92.73 90.39 91.04 90.27
1080 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.10 90.51 87.65 89.36 87.70 89.76 88.83 87.48 88.92 88.30 90.69 86.42 88.39 89.31 89.65 89.05 88.83 86.75 89.95 86.47 89.20 89.20 88.01 90.83 89.29 89.61
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.30 90.57 91.03 90.13 90.62 86.93 89.48 88.77 90.39 89.02 89.10 87.80 88.91 89.20 88.85 89.63 90.54 89.20 92.04 91.07 89.59 89.89 92.83 90.03 90.82 88.78
1082 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.76 89.91 92.41 91.15 89.65 88.56 89.98 89.84 91.68 91.41 89.07 90.17 90.89 90.97 85.99 90.64 88.46 89.17 89.36 90.03 87.84 87.92 91.78 87.27 89.49 86.20
1083 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.73 89.62 88.50 89.33 91.53 91.01 91.79 91.06 89.82 89.22 89.38 88.46 90.28 88.37 88.91 89.27 90.00 89.43 90.04 89.15 91.05 89.50 93.39 90.76 91.01 88.26
1112 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.51 92.47 92.16 90.59 91.54 90.74 90.58 89.48 91.06 89.33 89.35 90.91 89.59 91.29 90.88 90.80 93.52 90.88 92.91 89.87 90.78 90.96 92.79 91.08 88.26 90.04
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.18 90.88 92.38 91.31 91.80 91.01 90.93 90.28 91.28 89.88 89.81 89.31 91.70 90.50 90.25 91.78 92.33 90.73 90.92 90.76 89.82 90.20 90.70 90.11 91.38 90.55
1114 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 90.77 91.23 90.07 89.24 90.83 91.44 90.04 87.61 89.65 90.87 92.04 86.44 89.73 92.10 90.28 89.66 90.13 89.37 92.54 90.82 91.00 89.81 91.54 91.91 88.58 90.40
1115 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.37 90.78 92.39 89.06 89.99 90.18 89.90 89.91 89.27 91.28 91.27 89.05 91.29 90.39 87.92 89.13 91.61 90.83 91.27 90.16 91.47 89.32 92.18 91.21 90.85 90.25
1144 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 90.77 91.60 91.42 91.07 90.05 90.35 90.86 90.83 90.61 88.83 91.77 90.78 90.71 90.60 90.02 91.51 91.83 89.64 91.32 90.70 89.72 88.81 91.27 91.49 93.46 89.91
1145 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.98 91.73 93.64 90.94 89.63 92.47 89.50 90.62 88.80 92.04 92.51 90.42 91.66 91.27 91.57 92.07 91.35 91.06 89.64 91.10 91.09 90.57 90.78 90.81 93.47 89.19
1146 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.49 90.42 93.03 90.78 91.60 91.79 87.97 89.44 88.42 89.91 91.13 90.80 89.25 89.82 88.93 91.42 91.15 89.54 92.76 90.96 91.89 90.01 93.76 89.29 90.00 90.29
1147 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 93.07 91.39 89.37 90.71 91.73 90.57 89.84 91.29 91.10 89.69 92.60 90.62 90.09 90.41 89.03 90.61 92.43 90.87 90.77 91.87 89.24 91.05 91.81 92.56 90.76 89.43


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
955 88.23 89.82 88.54 89.58 88.32 89.10 88.30 88.26 89.01 88.77 89.53 88.31 89.84 89.37 88.56 89.21 88.90 89.26 90.46 89.44 86.91 87.02 90.05 87.11 88.06 87.30 88.740769
987 90.29 88.74 88.88 88.51 88.48 88.94 88.24 87.56 88.86 88.11 90.01 90.22 87.73 88.80 88.46 89.14 87.70 89.67 88.67 91.23 86.31 90.05 88.71 87.60 89.08 85.53 88.673846
761 89.22 89.10 88.39 88.91 88.99 88.68 87.14 89.45 88.46 88.10 88.22 89.61 88.11 88.64 88.83 89.12 88.87 89.98 88.88 89.26 86.93 87.22 88.71 89.00 88.12 88.23 88.621923
986 88.05 88.17 88.69 89.04 89.10 90.25 89.48 88.52 88.21 86.75 89.85 88.45 88.68 88.21 88.53 88.50 87.93 88.00 89.51 89.94 88.84 86.63 88.43 89.54 88.00 88.33 88.601154
730 87.81 89.75 89.43 87.47 88.19 89.96 89.37 89.05 87.38 89.29 89.95 89.16 88.50 87.40 87.25 89.22 86.51 88.00 89.02 90.21 87.92 86.89 88.82 88.98 88.60 88.54 88.564231
729 87.72 88.23 88.43 88.92 88.79 89.93 88.47 89.80 88.72 88.07 89.29 88.40 88.72 89.08 89.14 88.89 87.79 87.57 89.07 90.41 88.63 87.47 87.98 87.35 88.58 87.03 88.556923
602 88.19 89.46 87.85 87.96 87.90 89.77 87.76 87.86 87.56 87.84 90.70 89.29 90.22 90.14 87.54 90.12 89.19 89.75 88.97 90.44 86.34 88.15 87.32 86.59 87.89 86.68 88.518462
889 86.95 88.75 86.61 90.37 86.14 90.23 88.25 88.99 87.84 87.86 89.59 89.34 87.93 88.32 88.55 88.62 89.80 88.65 88.92 89.06 87.10 86.08 89.94 89.64 89.54 88.30 88.514231
921 87.22 87.60 87.24 88.19 87.85 89.69 88.76 89.94 90.18 86.62 89.63 90.37 88.96 87.96 88.93 88.11 87.89 88.57 89.94 88.91 87.23 87.26 89.02 87.60 87.97 88.89 88.481923
922 89.67 89.00 88.46 88.40 88.51 88.94 88.91 89.29 88.69 87.79 88.74 89.24 88.64 87.82 89.90 88.36 87.51 88.53 89.42 89.27 88.13 88.79 86.62 88.46 86.39 86.98 88.479231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.64 88.38 88.22 88.88 87.99 89.76 88.58 87.83 88.46 88.14 88.14 89.45 89.23 87.91 89.70 88.63 88.23 88.59 89.83 89.15 87.57 85.78 88.40 87.04 88.69 88.58
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.95 88.75 86.61 90.37 86.14 90.23 88.25 88.99 87.84 87.86 89.59 89.34 87.93 88.32 88.55 88.62 89.80 88.65 88.92 89.06 87.10 86.08 89.94 89.64 89.54 88.30
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.16 87.60 89.03 87.98 87.76 89.70 87.25 88.62 88.19 88.23 89.70 89.33 87.22 88.64 88.74 88.25 88.82 88.18 89.76 89.69 85.68 87.10 90.45 88.25 87.80 87.05
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.59 88.57 86.27 89.14 88.19 89.18 88.43 87.74 87.87 87.63 88.90 90.55 88.20 89.02 88.41 88.91 88.86 88.99 88.91 88.69 87.48 87.28 89.35 87.29 89.47 87.45
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.05 88.17 88.69 89.04 89.10 90.25 89.48 88.52 88.21 86.75 89.85 88.45 88.68 88.21 88.53 88.50 87.93 88.00 89.51 89.94 88.84 86.63 88.43 89.54 88.00 88.33
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.29 88.74 88.88 88.51 88.48 88.94 88.24 87.56 88.86 88.11 90.01 90.22 87.73 88.80 88.46 89.14 87.70 89.67 88.67 91.23 86.31 90.05 88.71 87.60 89.08 85.53
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.89 88.86 87.76 87.72 87.22 88.02 88.54 88.35 87.91 88.49 89.37 89.23 86.57 87.53 88.58 89.01 89.18 88.24 89.24 89.36 89.08 88.32 88.79 88.51 89.69 86.88
600 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.73 88.11 87.78 89.93 87.98 89.72 88.35 87.61 88.41 87.52 89.74 88.43 88.45 87.39 88.55 89.01 88.50 89.52 89.17 89.20 89.10 86.74 87.37 85.64 88.67 86.77
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.37 88.10 87.00 88.14 88.99 88.27 87.96 89.00 89.44 87.62 89.10 89.70 88.73 88.21 88.45 89.19 87.21 88.94 89.32 88.68 88.15 88.14 88.62 87.57 89.27 88.05
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.19 89.46 87.85 87.96 87.90 89.77 87.76 87.86 87.56 87.84 90.70 89.29 90.22 90.14 87.54 90.12 89.19 89.75 88.97 90.44 86.34 88.15 87.32 86.59 87.89 86.68
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.93 87.50 87.95 87.92 88.15 88.94 88.42 89.18 88.97 87.11 89.54 89.30 89.57 88.52 87.46 89.43 88.53 88.54 89.19 90.36 87.11 86.33 89.23 88.93 86.24 87.52
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.17 89.84 87.35 87.38 87.39 89.41 88.61 89.03 87.79 89.27 89.50 88.68 88.50 86.87 89.44 88.74 88.72 88.56 89.72 90.33 85.24 88.14 88.34 86.32 88.49 88.26
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.22 87.60 87.24 88.19 87.85 89.69 88.76 89.94 90.18 86.62 89.63 90.37 88.96 87.96 88.93 88.11 87.89 88.57 89.94 88.91 87.23 87.26 89.02 87.60 87.97 88.89
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.67 89.00 88.46 88.40 88.51 88.94 88.91 89.29 88.69 87.79 88.74 89.24 88.64 87.82 89.90 88.36 87.51 88.53 89.42 89.27 88.13 88.79 86.62 88.46 86.39 86.98
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.61 88.30 88.72 87.43 89.11 88.08 86.91 88.52 87.80 88.79 89.19 89.24 89.50 88.07 89.74 88.95 88.53 89.80 89.46 88.20 86.96 86.57 89.04 86.95 87.42 88.28
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.19 88.25 87.92 88.28 86.93 89.70 87.70 90.25 88.89 86.94 89.07 89.74 87.81 88.85 89.18 88.98 87.83 88.35 88.21 88.69 89.79 87.25 88.69 86.63 88.82 89.42
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.93 88.47 88.70 89.00 89.73 89.14 88.38 88.08 87.55 87.43 88.99 90.13 88.69 87.39 88.29 88.63 87.52 88.53 89.08 89.72 85.32 87.01 84.79 85.80 89.93 87.40
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.45 88.31 89.06 89.33 87.36 90.38 89.13 88.98 88.29 87.67 89.77 89.19 88.87 86.38 88.63 88.25 89.72 88.48 89.37 88.95 86.05 86.58 89.56 87.02 87.27 87.85
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.94 88.43 88.40 89.88 89.35 89.59 89.47 88.20 88.41 86.97 89.23 87.59 88.27 88.06 89.43 87.82 89.44 89.25 89.01 88.55 87.95 85.92 89.78 87.83 85.92 88.94
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.57 88.39 87.83 87.74 87.55 90.18 88.22 87.60 89.28 88.74 90.68 88.61 89.41 88.26 89.20 88.16 87.51 88.32 89.27 88.43 86.26 87.30 88.13 89.14 87.70 88.49
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 87.72 88.23 88.43 88.92 88.79 89.93 88.47 89.80 88.72 88.07 89.29 88.40 88.72 89.08 89.14 88.89 87.79 87.57 89.07 90.41 88.63 87.47 87.98 87.35 88.58 87.03
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.81 89.75 89.43 87.47 88.19 89.96 89.37 89.05 87.38 89.29 89.95 89.16 88.50 87.40 87.25 89.22 86.51 88.00 89.02 90.21 87.92 86.89 88.82 88.98 88.60 88.54
826 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.19 88.27 88.65 85.71 86.97 89.67 86.51 89.31 89.28 88.29 89.78 89.40 89.94 88.28 87.48 89.27 87.92 89.85 89.24 88.32 87.20 87.18 87.99 84.08 87.87 85.97
827 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.85 88.24 87.73 89.21 89.17 89.08 88.36 88.74 88.69 88.65 89.47 88.66 87.99 87.67 89.27 88.99 88.37 87.83 89.45 88.19 87.76 89.01 88.73 85.96 85.41 88.04
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.89 89.75 89.39 88.62 87.96 89.10 86.91 86.89 88.57 89.44 89.32 90.20 88.53 88.16 86.47 89.34 89.25 89.65 88.89 89.22 85.30 86.54 88.15 85.76 88.59 87.87
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.23 89.82 88.54 89.58 88.32 89.10 88.30 88.26 89.01 88.77 89.53 88.31 89.84 89.37 88.56 89.21 88.90 89.26 90.46 89.44 86.91 87.02 90.05 87.11 88.06 87.30
666 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.85 89.50 88.41 88.57 88.69 89.19 87.86 87.36 86.32 87.70 88.48 89.97 88.39 87.86 87.59 89.65 89.82 89.43 87.91 90.19 86.61 87.63 88.44 86.19 87.62 87.07
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.44 89.95 88.72 88.78 88.15 88.39 87.27 87.55 88.38 87.91 90.32 89.47 90.30 89.08 88.52 87.17 89.35 90.02 89.01 90.21 85.91 87.28 85.72 87.13 87.14 87.46
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.22 89.10 88.39 88.91 88.99 88.68 87.14 89.45 88.46 88.10 88.22 89.61 88.11 88.64 88.83 89.12 88.87 89.98 88.88 89.26 86.93 87.22 88.71 89.00 88.12 88.23
857 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.49 88.86 88.89 88.48 87.38 88.92 88.14 88.47 88.32 87.19 89.73 89.69 90.21 88.83 87.88 89.31 89.02 88.14 88.29 88.75 88.53 85.79 87.11 87.37 86.27 86.25
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 86.80 88.26 88.33 88.84 88.31 90.03 88.10 88.56 89.32 87.00 90.24 89.70 89.67 87.79 89.48 89.40 88.94 88.47 88.03 88.88 85.83 85.85 89.52 85.66 86.53 86.69
Size of the All data:  (144, 29)
Size of the Sig data:  (31, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
11 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.63 90.09 90.55 88.50 90.04 88.82 89.32 87.81 88.34 89.19 89.87 89.53 90.96 89.68 90.03 90.32 90.88 90.53 92.03 88.52 90.69 87.24 90.47 89.31 90.42 89.56
7 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.69 89.10 89.77 90.08 87.81 90.79 89.00 89.65 89.23 91.03 90.49 88.87 89.45 90.04 90.26 90.22 91.99 87.85 89.74 89.44 89.64 88.97 90.60 89.77 90.87 88.67
17 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.92 90.96 89.88 89.88 88.36 88.52 88.56 87.81 87.92 91.00 91.21 87.75 87.17 90.39 89.30 91.07 89.00 89.40 89.63 90.53 90.02 87.96 92.55 87.70 89.72 87.63
13 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.76 89.69 87.81 89.43 90.02 87.83 89.72 90.24 88.90 88.81 88.90 88.26 87.03 89.74 88.69 90.55 91.60 91.06 91.09 89.82 88.97 88.52 89.87 89.24 90.47 87.07
3 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.82 89.33 91.83 92.50 90.34 90.59 89.28 89.65 91.37 89.11 90.64 89.08 91.00 90.77 90.08 89.30 88.72 89.75 91.54 89.64 90.71 90.76 92.58 92.22 91.48 91.12
1 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.88 89.06 89.10 89.56 88.47 89.32 89.37 86.40 90.78 89.70 90.81 88.43 88.75 89.59 88.96 88.63 89.80 91.26 90.89 89.06 88.16 90.72 90.37 90.09 90.58 87.86
15 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.30 90.57 91.03 90.13 90.62 86.93 89.48 88.77 90.39 89.02 89.10 87.80 88.91 89.20 88.85 89.63 90.54 89.20 92.04 91.07 89.59 89.89 92.83 90.03 90.82 88.78
25 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.79 88.18 90.53 89.61 90.23 90.50 89.68 90.46 89.08 89.58 91.28 88.88 89.06 92.27 89.26 91.17 89.13 89.85 92.30 90.36 91.54 89.22 90.40 87.38 92.06 88.02
10 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.03 92.17 87.72 90.11 90.07 90.43 90.10 90.74 90.32 87.72 90.04 90.22 91.03 90.30 90.54 89.21 88.84 88.37 91.70 89.30 90.01 90.06 90.26 89.96 91.55 87.53
6 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.05 90.46 87.91 88.29 89.33 90.01 89.31 87.78 90.01 89.48 90.70 90.16 88.28 91.21 88.24 89.54 89.78 88.41 90.33 88.37 87.38 87.83 89.61 89.30 89.37 88.18
20 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.08 87.46 89.40 90.30 90.91 89.57 88.66 89.12 89.40 88.46 89.29 88.43 90.44 91.99 89.06 90.65 89.73 90.60 93.01 88.96 91.19 88.80 92.68 91.35 89.55 88.89
22 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.28 90.79 89.06 88.43 90.13 89.12 89.12 90.53 89.89 89.21 92.78 90.96 89.12 90.11 88.71 90.11 89.80 88.83 92.52 89.97 87.28 89.69 90.81 89.78 91.11 90.32
8 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.94 90.69 90.92 91.06 90.79 91.75 90.51 92.58 89.58 87.43 92.36 90.27 90.04 90.55 90.24 91.29 91.19 89.94 90.64 90.92 90.35 90.87 94.18 90.40 89.27 88.86
9 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.82 88.37 91.74 91.05 90.83 91.28 90.07 88.13 90.01 90.75 91.63 89.58 90.43 90.81 89.35 88.23 89.35 89.91 92.37 91.55 90.09 90.48 90.31 91.80 89.77 89.75
18 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.81 89.48 91.75 90.37 91.14 90.04 88.82 88.86 89.65 90.41 90.98 85.55 90.80 90.57 90.55 90.37 89.83 90.33 92.31 90.73 89.19 89.87 92.51 90.87 90.33 91.64
14 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.70 89.09 91.18 89.69 91.51 91.54 90.48 91.14 90.21 89.44 91.55 91.30 89.21 90.39 90.09 90.31 90.44 91.70 90.78 90.56 92.79 89.31 91.89 91.58 90.33 92.56
29 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.41 89.90 92.08 89.53 89.36 89.56 89.88 90.58 90.13 89.40 90.76 90.01 90.85 89.38 90.51 89.64 91.62 91.33 92.53 89.10 91.32 90.29 90.55 90.33 90.06 90.99
19 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.18 90.88 92.38 91.31 91.80 91.01 90.93 90.28 91.28 89.88 89.81 89.31 91.70 90.50 90.25 91.78 92.33 90.73 90.92 90.76 89.82 90.20 90.70 90.11 91.38 90.55
12 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.57 90.14 92.00 91.44 93.55 91.08 90.86 89.34 90.09 90.05 90.29 90.84 90.28 89.64 89.80 90.58 91.19 90.96 91.33 90.65 90.85 89.81 91.80 89.30 90.68 91.25
16 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.94 90.98 92.29 90.48 89.16 93.31 89.18 90.99 90.66 90.36 94.02 90.30 88.68 90.83 89.56 90.00 91.67 89.80 93.76 89.62 90.70 89.70 92.72 91.01 91.03 90.78
5 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.97 91.04 91.50 91.12 91.79 92.00 92.33 90.55 90.40 87.59 91.74 92.39 92.22 91.23 89.84 91.71 92.06 91.21 91.67 91.34 91.52 90.46 92.05 90.86 91.13 87.72
4 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.82 91.57 93.03 91.03 90.73 90.82 91.65 90.97 92.04 90.03 92.33 92.62 90.25 91.50 90.61 91.17 89.94 90.92 91.51 90.52 92.24 89.41 91.28 91.61 91.07 88.94
30 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.31 92.55 91.57 87.59 91.51 91.97 91.41 89.33 91.28 88.89 92.46 90.21 89.98 90.65 90.30 91.42 93.02 92.31 91.27 90.85 90.00 90.03 93.29 87.82 92.31 89.28
21 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 91.51 87.93 88.51 91.47 91.12 89.39 91.42 90.58 91.36 90.13 91.83 90.58 90.42 91.96 90.57 91.49 89.49 90.82 91.86 91.99 91.79 90.52 92.53 90.41 90.32 90.75
24 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.42 92.29 91.05 91.17 91.14 92.02 89.90 89.19 91.29 92.20 91.42 90.31 88.78 88.85 88.20 90.22 91.38 90.68 90.09 92.53 90.11 89.29 92.83 88.71 93.02 90.81
0 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.09 91.78 92.13 90.43 91.35 90.93 89.89 90.52 89.45 89.87 90.51 90.46 90.95 89.38 90.95 89.23 90.52 90.05 92.80 91.44 89.80 90.45 92.40 91.13 90.91 89.37
26 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.41 92.29 92.40 90.62 90.03 92.03 91.96 88.84 89.87 90.85 90.92 90.03 90.43 90.29 91.67 91.55 91.55 89.47 90.58 91.81 90.24 90.99 91.71 88.83 89.74 90.19
23 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 92.05 91.04 90.79 91.79 90.23 89.92 90.43 91.14 90.91 89.38 91.91 91.54 92.60 90.58 89.55 88.67 90.57 91.59 90.85 91.52 89.25 89.68 91.19 90.51 90.15 93.27
2 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.01 91.50 90.34 92.95 92.22 91.20 91.39 91.07 91.78 90.28 93.90 88.17 90.83 91.00 91.35 90.60 91.09 89.39 92.75 91.59 91.36 90.71 93.59 92.72 91.80 90.24
27 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.24 92.15 91.36 90.49 91.38 90.50 89.45 90.26 90.58 89.73 91.75 91.37 90.21 91.28 89.93 90.63 91.77 91.20 91.22 91.53 91.24 87.30 91.04 91.01 91.40 92.77
28 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 91.50 91.41 90.29 92.04 92.25 92.71 92.26 90.35 89.03 92.42 91.96 90.75 90.55 92.03 90.31 91.50 93.06 89.96 91.42 88.42 89.59 90.15 92.77 89.43 90.46 90.82
Size of the test data:  (31, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 89.476452 0.613295
mAP_valid_abs_values_6 89.352903 0.643295
mAP_valid_abs_values_20 89.352581 0.780342
mAP_valid_abs_values_12 89.311290 0.678993
mAP_valid_abs_values_19 89.136129 0.547374
mAP_valid_abs_values_16 88.850968 0.586324
mAP_valid_abs_values_18 88.827742 0.698297
mAP_valid_abs_values_13 88.754194 0.889366
mAP_valid_abs_values_2 88.663226 0.690852
mAP_valid_abs_values_15 88.586452 0.811380
mAP_valid_abs_values_8 88.535161 0.813973
mAP_valid_abs_values_4 88.526129 0.913804
mAP_valid_abs_values_17 88.495484 0.823233
mAP_valid_abs_values_23 88.445161 1.219912
mAP_valid_abs_values_9 88.420968 0.742695
mAP_valid_abs_values_3 88.213871 0.757745
mAP_valid_abs_values_14 88.210000 0.761914
mAP_valid_abs_values 88.194516 0.830569
mAP_valid_abs_values_7 88.186452 0.746103
mAP_valid_abs_values_5 88.148387 0.807156
mAP_valid_abs_values_25 87.969032 1.162673
mAP_valid_abs_values_10 87.933226 0.754004
mAP_valid_abs_values_26 87.616129 0.919542
mAP_valid_abs_values_24 87.320645 1.319068
mAP_valid_abs_values_22 87.203226 0.992349
mAP_valid_abs_values_21 87.200645 1.223247


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 91.689355 1.201921
mAP_test_abs_values_19 91.531613 0.984172
mAP_test_abs_values_11 91.201290 1.233193
mAP_test_abs_values_25 90.747097 0.878484
mAP_test_abs_values_3 90.706452 1.457828
mAP_test_abs_values_17 90.705806 1.205808
mAP_test_abs_values 90.675161 1.144237
mAP_test_abs_values_5 90.587742 1.226985
mAP_test_abs_values_14 90.539032 0.879372
mAP_test_abs_values_6 90.499677 1.417132
mAP_test_abs_values_2 90.417419 1.382377
mAP_test_abs_values_20 90.402258 1.133478
mAP_test_abs_values_4 90.401613 1.223795
average_map 90.386452 0.600295
mAP_test_abs_values_16 90.348065 0.966076
mAP_test_abs_values_21 90.239677 1.269019
mAP_test_abs_values_18 90.239032 1.057085
mAP_test_abs_values_9 90.168710 0.991126
mAP_test_abs_values_24 90.147419 1.287597
mAP_test_abs_values_7 90.142581 1.080959
mAP_test_abs_values_13 90.013226 1.292193
mAP_test_abs_values_15 89.858387 0.851759
mAP_test_abs_values_26 89.811935 1.619723
mAP_test_abs_values_12 89.805161 1.480049
mAP_test_abs_values_8 89.795484 1.308082
mAP_test_abs_values_10 89.722581 1.146237
mAP_test_abs_values_22 89.650968 1.022844
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_64 =  res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]

res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]


result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')


result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]

html_table = result_merged_mwu_64.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 89.476452 91.201290
1 6 89.352903 90.499677
2 20 89.352581 90.402258
3 12 89.311290 89.805161
4 19 89.136129 91.531613
5 16 88.850968 90.348065
6 18 88.827742 90.239032
7 13 88.754194 90.013226
8 2 88.663226 90.417419
9 15 88.586452 89.858387
10 8 88.535161 89.795484
11 4 88.526129 90.401613
12 17 88.495484 90.705806
13 23 88.445161 91.689355
14 9 88.420968 90.168710
15 3 88.213871 90.706452
16 14 88.210000 90.539032
17 1 88.194516 90.675161
18 7 88.186452 90.142581
19 5 88.148387 90.587742
20 25 87.969032 90.747097
21 10 87.933226 89.722581
22 26 87.616129 89.811935
23 24 87.320645 90.147419
24 22 87.203226 89.650968
25 21 87.200645 90.239677
Code
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")

dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")



output_size = 72

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
28 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 84.54 83.33 84.65 86.80 83.72 85.80 88.82 81.85 82.21 83.70 86.14 84.35 86.58 84.83 83.26 86.69 82.44 79.92 87.42 88.38 83.74 83.52 86.30 84.30 83.91 81.68
29 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.24 85.75 87.05 85.85 84.04 84.81 86.34 86.62 84.85 88.15 88.02 87.56 87.79 86.31 86.58 85.67 86.49 87.47 87.16 85.63 83.80 83.83 84.67 83.77 82.85 83.45
30 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 88.04 84.32 87.28 86.52 85.71 87.55 86.31 85.92 86.42 85.88 85.77 87.41 89.39 86.98 87.15 87.88 84.12 88.51 87.91 88.30 83.82 82.40 80.85 83.94 83.52 84.76
31 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.28 87.51 85.77 87.74 85.97 85.30 85.69 87.03 86.40 86.28 87.35 86.58 86.78 87.75 87.26 86.79 86.41 87.49 86.98 89.16 83.84 86.52 88.05 84.65 83.95 83.74
60 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 83.36 83.61 85.64 86.88 86.13 84.59 86.57 87.67 87.72 83.72 87.06 87.04 85.92 85.06 87.05 86.61 85.90 86.59 87.28 86.71 81.64 84.81 83.62 85.49 85.40 85.60
61 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.02 87.08 86.04 84.68 86.86 89.43 87.69 87.34 86.04 88.62 88.12 85.63 88.46 87.30 87.86 88.58 86.75 87.03 87.20 87.05 85.19 85.37 85.39 82.66 86.42 87.08
62 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 84.66 86.84 87.87 86.04 85.78 87.12 86.50 89.69 86.42 85.53 88.62 88.09 88.49 86.66 86.24 87.18 87.26 89.15 88.63 87.91 83.88 85.46 85.07 83.72 84.24 85.33
63 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 84.25 89.03 86.73 84.84 86.68 89.78 86.62 89.26 87.94 83.59 87.48 88.42 88.70 88.03 87.37 85.11 88.23 87.95 85.60 87.31 85.70 84.53 85.92 85.08 83.20 87.08
92 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.29 85.44 87.28 86.06 86.22 83.90 86.47 84.76 85.75 85.36 87.60 88.72 86.15 87.68 86.14 87.01 87.17 84.80 85.87 86.32 83.92 84.18 84.33 85.22 85.74 84.87
93 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.65 88.21 85.04 87.83 87.52 87.46 86.30 86.92 86.21 88.22 86.99 88.27 89.16 87.51 86.73 86.30 84.13 87.30 87.55 85.35 86.95 85.99 87.47 84.62 84.40 85.37
94 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 85.53 87.87 85.90 86.31 86.13 87.13 88.29 87.04 88.41 88.75 86.43 88.36 87.45 87.75 87.29 87.23 88.01 87.11 86.65 87.91 84.14 85.38 84.39 83.59 84.06 84.29
95 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 24.01 86.47 85.96 84.94 85.15 87.68 87.97 86.51 86.99 85.04 87.73 89.83 87.66 86.71 88.02 86.58 86.04 86.86 88.61 88.71 85.44 86.92 86.23 85.87 84.92 83.81
124 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 83.59 87.71 84.74 87.64 85.12 86.56 83.85 87.23 86.18 85.85 85.00 86.07 88.88 83.66 86.07 85.51 83.88 86.10 88.18 87.74 86.18 83.13 83.18 82.91 83.03 86.35
125 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 85.43 87.02 83.60 85.57 86.12 88.63 88.86 87.60 86.72 86.09 88.34 88.37 88.35 88.59 88.64 87.26 86.63 87.43 88.91 87.07 82.89 83.42 85.22 84.95 84.51 85.92
126 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 86.61 86.77 88.21 87.33 86.51 87.55 87.95 85.25 87.59 85.93 88.91 88.50 85.63 87.32 86.31 89.44 88.26 89.72 87.59 87.79 83.70 83.85 87.24 83.95 85.35 82.99
127 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.91 87.29 87.56 89.20 84.95 87.04 85.62 86.42 88.06 86.03 88.44 88.04 87.29 87.86 87.17 87.57 88.15 88.60 89.73 88.13 86.11 84.96 86.19 85.52 85.45 84.34
156 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.50 86.96 87.77 88.20 87.23 85.48 87.80 85.70 86.30 85.29 88.32 87.01 87.38 86.95 86.23 86.13 85.61 88.20 87.43 87.62 84.92 83.53 86.07 84.01 83.88 82.87
157 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.42 87.47 86.01 87.46 86.54 88.13 88.30 86.11 85.99 86.08 86.42 87.33 88.10 88.82 86.95 86.82 87.12 85.32 87.56 86.83 85.53 84.31 84.02 83.61 85.75 85.44
158 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.26 86.79 86.43 88.88 85.51 87.72 84.59 88.08 88.49 87.07 87.63 88.95 87.97 89.11 87.07 88.41 87.23 86.21 88.18 88.87 84.57 84.89 86.75 87.88 85.34 84.56
159 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.74 86.63 85.96 86.48 88.59 87.91 89.28 86.69 88.45 88.55 87.53 86.97 87.48 89.35 88.60 90.35 87.69 89.73 88.53 88.51 84.26 84.04 85.72 84.48 86.40 83.18
188 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.79 83.77 84.69 87.78 80.90 86.78 87.13 87.51 87.66 85.29 86.96 87.63 88.66 85.57 87.80 86.37 86.07 86.70 87.26 88.27 84.19 83.94 84.74 85.25 86.07 85.42
189 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.04 87.56 86.13 86.98 88.23 88.53 86.92 87.24 87.88 86.36 87.13 86.11 86.73 86.37 86.26 88.24 87.20 88.09 87.55 88.40 85.05 85.77 85.24 87.56 85.20 88.87
190 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 86.52 87.19 88.03 87.41 87.74 87.79 85.20 87.40 87.14 87.12 86.89 86.03 88.42 85.72 90.10 86.71 87.39 87.13 88.37 87.58 87.79 84.11 85.43 85.13 85.27 86.18
191 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 87.10 88.37 86.42 86.62 85.56 86.95 84.65 87.40 87.62 86.42 87.68 88.27 91.14 87.91 87.28 89.19 88.57 85.73 87.73 89.86 83.80 85.86 84.73 84.29 85.42 85.58
220 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 84.30 86.05 85.88 86.42 85.27 87.51 86.26 88.06 86.63 84.66 88.00 89.19 84.70 87.20 86.03 86.21 86.91 87.70 87.15 88.84 84.32 84.75 85.58 86.58 83.28 83.80
221 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 86.68 87.37 85.96 87.34 86.77 88.36 24.01 88.00 87.79 85.86 88.00 87.53 89.02 87.54 87.05 87.62 87.08 88.92 90.14 88.62 85.50 84.11 84.13 85.22 84.88 87.04
222 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.12 85.92 87.65 88.45 85.81 89.11 88.22 88.75 88.38 86.26 87.00 88.48 86.62 87.41 86.75 87.76 87.10 87.55 88.27 86.84 85.47 83.81 86.84 84.65 85.68 86.24
223 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 85.42 86.85 88.35 88.34 87.18 85.96 87.11 87.94 86.88 87.46 86.28 87.32 86.32 86.17 85.06 87.62 86.85 88.46 88.21 89.64 84.09 85.08 87.93 85.03 84.62 83.44
252 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 86.63 87.92 85.59 87.16 86.44 88.47 86.27 86.50 85.81 85.49 86.62 89.15 89.07 88.11 84.23 88.27 88.01 86.99 86.84 87.00 84.61 84.78 84.11 85.76 85.16 83.70
253 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 85.42 87.95 87.88 88.63 87.85 88.17 87.96 89.27 88.37 85.81 88.71 87.95 88.08 87.96 87.23 86.84 87.89 86.71 87.45 89.04 84.76 87.17 86.46 86.15 84.97 86.03
254 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 86.44 87.92 88.19 86.30 87.95 89.25 88.04 89.69 89.19 87.91 88.63 87.61 87.75 89.92 88.28 87.17 88.62 84.66 86.93 88.64 86.33 85.29 84.98 85.66 85.63 87.22
255 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.54 85.67 85.77 87.27 87.71 87.70 88.24 88.80 88.41 87.12 87.79 88.62 87.40 88.36 87.57 88.35 86.39 87.55 88.76 87.47 86.27 85.78 82.85 85.93 85.44 86.65
284 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 83.18 86.15 85.92 87.11 89.27 86.49 88.68 88.10 87.61 86.47 87.37 86.48 84.16 87.71 87.19 87.02 87.81 87.93 89.32 87.04 84.30 84.40 84.83 83.96 80.95 84.98
285 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 86.46 87.00 86.00 87.07 86.87 85.52 85.84 86.67 87.46 87.88 87.17 87.94 88.66 87.72 87.32 89.46 85.15 87.81 89.39 86.13 86.94 83.60 87.78 84.43 85.10 84.32
286 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 87.45 86.55 87.80 86.78 87.74 87.42 88.53 87.95 87.48 88.02 88.62 88.69 86.84 88.90 87.75 88.76 89.34 87.54 89.42 85.94 83.69 84.09 83.28 85.88 85.18 85.22
287 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 88.08 87.14 87.80 85.22 87.76 89.66 86.96 88.49 88.41 89.20 89.49 87.49 88.81 88.01 89.60 88.25 88.90 87.85 86.62 87.24 84.04 84.84 86.60 85.84 86.73 86.15
316 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.01 85.19 86.12 84.07 83.85 85.72 84.73 84.91 84.53 84.39 86.94 84.48 86.36 84.55 83.28 84.40 86.77 84.32 85.69 86.69 83.86 84.51 85.78 84.29 81.77 83.82
317 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.77 87.99 85.92 86.71 85.76 87.33 89.58 87.10 88.28 87.14 88.43 87.58 86.09 85.74 87.74 87.01 88.40 88.68 86.21 86.97 86.06 85.62 84.36 86.63 84.40 84.12
318 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.79 86.10 86.83 85.98 86.52 85.93 86.80 87.08 87.21 87.29 88.18 86.57 87.61 87.89 83.98 88.78 87.42 86.16 86.07 87.60 85.01 83.39 85.18 83.67 84.34 83.16
319 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 83.35 87.47 86.76 85.48 85.43 88.22 87.03 86.84 87.56 87.31 89.15 86.35 86.78 85.75 87.80 88.25 87.03 87.14 87.03 85.87 83.77 85.82 83.22 83.40 82.52 84.39
348 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.15 85.61 86.36 82.86 85.73 88.12 85.32 84.27 85.98 85.51 86.99 85.47 87.29 86.43 85.10 87.53 83.08 85.58 84.31 85.73 83.77 84.68 83.06 84.49 83.44 85.06
349 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 88.04 86.89 86.85 88.08 86.58 88.18 86.48 89.05 88.62 88.63 88.11 87.51 87.25 87.61 87.53 87.07 88.17 87.28 86.67 88.64 85.21 84.53 84.03 84.63 85.43 84.68
350 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.50 88.39 85.41 87.22 88.72 87.85 86.69 89.85 88.07 88.50 89.94 86.63 87.80 87.37 86.79 88.02 87.89 88.27 86.12 89.11 86.10 84.97 86.26 87.38 84.32 86.58
351 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 84.11 87.57 86.38 85.98 88.24 87.24 87.43 86.80 89.14 87.92 88.17 88.70 87.15 88.21 87.94 87.78 86.25 87.55 88.28 85.68 83.98 88.38 85.40 86.01 84.65 84.39
380 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.69 85.89 87.31 84.94 85.75 88.35 88.31 88.10 85.94 85.46 87.21 86.54 86.53 86.37 87.91 85.74 84.45 83.71 85.97 86.97 85.62 84.84 80.01 83.56 84.17 83.68
381 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.27 87.47 87.94 86.72 89.41 89.48 86.09 87.41 86.80 87.41 87.65 86.09 86.24 85.70 88.37 87.91 84.14 88.37 87.61 88.96 83.64 85.33 86.58 85.91 84.63 83.91
382 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 88.40 86.86 86.51 85.48 86.41 89.25 87.01 87.50 87.73 88.27 88.28 87.30 89.35 87.01 86.94 87.18 88.27 88.31 87.62 88.56 85.66 85.56 84.77 85.35 84.43 83.89
383 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.98 86.17 85.77 87.62 88.26 88.78 88.41 86.52 87.24 88.00 87.79 86.54 87.59 86.28 86.82 86.10 87.52 87.55 87.47 87.76 84.15 84.04 82.82 84.54 84.69 84.34
412 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.65 85.67 87.78 85.41 86.44 85.36 88.11 86.78 89.01 87.29 86.65 86.53 87.44 87.79 87.05 86.29 86.16 86.04 88.92 87.29 85.18 84.09 24.01 85.45 84.71 83.67
413 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 84.99 87.50 85.87 87.76 86.74 87.68 87.46 87.58 88.03 87.00 86.28 87.42 87.30 88.37 87.68 86.70 88.12 87.63 87.61 87.28 83.30 84.20 87.34 84.78 84.62 85.44
414 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.36 86.46 85.76 88.25 86.38 86.52 87.43 87.17 87.54 86.97 89.39 88.07 87.80 88.78 86.73 88.22 86.55 89.18 86.93 87.82 87.52 84.14 86.60 84.49 86.07 84.19
415 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 88.25 87.54 86.23 87.33 86.18 89.35 88.27 90.05 87.34 86.14 87.34 89.43 88.32 86.00 87.02 87.06 88.07 87.45 88.20 88.14 85.09 85.61 86.17 86.70 85.19 84.44
444 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.80 87.10 85.93 87.55 84.73 88.71 85.69 85.72 87.33 88.45 86.00 87.23 86.69 86.52 86.74 86.70 85.20 86.18 86.73 87.41 85.31 84.19 84.30 84.00 86.37 83.91
445 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 86.04 86.44 86.66 88.16 87.70 87.91 87.95 86.80 88.76 87.59 86.85 87.86 89.23 87.21 87.59 88.10 86.99 88.07 86.23 87.47 84.48 83.59 83.75 87.14 87.44 86.30
446 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.16 88.08 86.97 87.31 85.18 88.41 87.25 86.93 86.23 88.44 88.34 87.10 88.51 87.04 88.61 88.85 87.92 87.33 87.05 87.17 87.75 84.22 86.21 85.14 87.12 83.30
447 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.51 87.42 86.47 86.03 89.05 88.11 87.34 88.38 86.42 88.95 88.11 86.05 88.38 86.33 88.59 86.63 88.05 87.83 89.09 87.02 84.00 86.34 84.61 87.09 85.43 84.49
476 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 82.95 86.33 83.59 86.01 84.33 85.72 86.53 86.75 85.91 88.24 87.86 85.61 86.93 84.72 86.18 85.57 87.69 85.69 88.59 89.11 85.53 81.91 84.56 83.69 84.17 83.66
477 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 85.19 86.41 86.13 87.32 87.10 88.75 87.26 87.72 88.37 89.05 87.07 86.68 86.86 86.04 86.68 89.74 88.49 88.24 87.86 87.70 85.82 85.84 86.48 87.49 86.51 83.59
478 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 83.06 85.84 87.83 87.44 87.19 88.87 88.36 87.04 87.07 86.21 86.04 87.59 87.09 88.73 87.94 87.08 87.75 87.13 89.46 87.29 86.24 84.56 85.74 86.39 85.14 85.42
479 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.44 87.37 87.51 87.68 86.81 88.66 86.13 86.82 87.69 86.87 87.10 88.21 89.24 88.35 88.49 88.17 88.34 87.17 87.90 89.14 83.20 85.33 87.19 86.49 87.61 85.74
508 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.12 87.65 87.33 87.23 87.53 87.02 86.61 86.10 87.59 88.10 88.34 86.52 85.79 85.70 86.69 86.78 85.62 87.38 86.65 87.13 83.36 83.32 84.80 83.07 84.74 84.64
509 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 85.51 85.61 86.81 88.73 87.85 89.68 87.88 88.26 86.28 88.07 88.29 88.26 88.64 87.36 87.35 88.14 87.47 87.17 87.92 88.11 86.63 85.93 84.09 86.55 86.03 85.56
510 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 85.96 86.66 87.47 87.86 86.96 88.41 87.37 87.69 86.66 88.11 90.06 88.24 88.12 85.97 86.90 87.42 85.39 87.36 85.24 88.35 87.12 85.01 85.02 84.60 85.59 83.92
511 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 86.39 87.60 87.54 85.98 86.33 87.38 87.69 87.77 88.64 88.76 90.02 89.30 89.27 87.07 88.16 88.27 85.34 86.47 86.73 87.92 84.99 85.39 87.53 84.47 86.04 86.04
540 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.22 87.05 88.05 86.37 86.56 87.95 87.32 87.87 88.74 87.30 87.98 88.28 87.55 84.47 87.09 84.90 86.15 87.07 88.23 88.68 83.76 84.77 85.23 83.86 83.58 84.37
541 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 86.91 87.48 85.78 87.67 88.09 87.99 88.17 87.60 87.30 86.29 87.98 88.78 88.67 86.78 88.85 87.36 87.15 88.65 88.30 89.43 83.51 85.32 86.89 86.33 86.49 85.95
542 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.78 87.37 87.29 87.96 88.83 88.04 88.13 86.78 87.45 86.98 89.39 88.69 87.88 87.02 87.22 86.94 87.50 86.42 89.11 88.61 85.41 83.81 86.29 84.92 86.61 84.42
543 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 86.67 86.46 86.18 88.08 87.45 88.53 87.05 88.21 86.97 87.85 89.16 87.49 88.84 88.29 87.67 88.35 87.51 88.78 88.12 88.85 84.01 85.68 86.42 85.69 86.12 86.39
572 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.81 86.50 88.03 84.99 88.45 87.32 85.66 87.52 86.61 87.65 88.71 87.58 85.73 87.09 84.01 88.12 87.06 86.60 87.83 87.16 84.53 83.99 85.25 83.72 84.81 82.84
573 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 87.05 88.55 85.50 86.29 86.91 87.67 86.63 88.68 85.79 87.24 88.05 88.60 87.95 88.42 87.66 88.22 86.78 88.36 87.99 87.42 84.14 85.20 84.73 85.86 85.97 87.61
574 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 85.81 87.67 86.45 89.01 87.66 89.10 86.87 86.10 87.93 86.56 87.23 87.62 87.32 87.05 85.17 88.10 87.50 87.66 87.15 88.71 83.85 86.04 86.78 86.09 87.82 86.65
575 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.54 86.80 86.84 87.47 88.18 88.27 85.77 87.89 86.75 87.92 87.46 87.88 86.90 88.90 87.54 89.46 89.21 86.70 88.56 88.50 86.63 85.47 85.81 86.52 88.67 84.92
604 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.91 90.30 87.29 87.77 87.51 88.99 88.94 88.68 87.92 86.30 90.14 89.65 89.44 88.63 86.96 89.60 87.47 89.73 89.66 90.70 87.01 87.59 87.88 87.18 88.61 88.63
605 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.65 87.69 88.89 87.37 88.74 88.65 87.51 87.96 87.84 87.74 88.13 88.34 88.11 87.56 87.70 89.01 88.70 89.89 89.33 89.67 88.12 86.84 89.15 86.08 89.67 87.08
606 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.46 88.51 88.05 87.78 87.43 89.66 88.75 88.10 88.33 88.25 89.38 88.48 88.02 87.88 88.64 89.32 87.83 88.68 88.24 89.95 89.10 85.46 86.96 87.40 87.57 86.19
607 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.34 88.47 87.54 88.47 87.66 88.62 89.56 88.80 88.91 88.09 88.99 88.10 89.40 88.88 88.68 89.37 87.87 87.84 88.92 89.44 85.12 85.18 87.24 87.68 87.31 89.10
636 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.40 88.56 86.69 88.44 87.41 89.07 88.02 87.71 87.25 87.16 90.16 89.05 89.56 86.61 87.05 89.50 87.13 88.16 89.19 89.02 87.99 85.93 87.53 87.42 86.50 87.59
637 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.50 88.37 88.95 87.39 88.30 89.53 88.98 87.70 87.76 88.45 90.00 88.45 89.07 87.91 87.19 88.95 89.21 88.36 89.24 89.46 86.90 85.71 89.88 88.70 86.98 88.58
638 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.04 89.56 88.50 89.34 87.72 89.46 88.76 88.46 88.45 88.52 88.54 88.95 88.82 87.59 88.41 86.95 90.73 88.61 90.16 89.67 87.35 84.86 87.54 86.00 85.67 88.37
639 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.95 89.03 88.59 87.92 88.35 88.95 88.25 88.49 88.79 87.26 89.09 88.28 86.86 87.66 87.52 88.07 87.89 88.76 88.78 89.92 87.17 86.63 89.30 86.10 86.37 88.24
668 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.47 87.54 88.17 88.44 88.20 88.18 87.29 88.55 88.03 88.10 90.04 89.45 88.82 87.71 88.03 88.54 89.26 87.38 89.66 89.71 85.03 86.25 86.67 86.18 85.15 89.14
669 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.44 87.55 88.29 87.77 86.77 88.67 87.20 89.71 88.09 87.37 88.48 88.46 88.16 87.31 90.90 88.34 89.03 88.00 89.49 86.98 88.82 86.81 88.16 86.19 86.71 86.51
670 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.45 87.18 87.78 89.59 88.10 89.42 88.96 88.59 88.24 88.52 87.83 90.28 89.95 88.55 87.35 87.18 88.34 88.93 89.35 89.40 87.53 85.33 86.56 86.99 85.86 86.29
671 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.38 87.20 88.89 87.13 87.40 89.63 87.28 86.56 88.91 87.16 89.28 89.93 89.70 87.58 87.37 89.01 87.96 89.46 88.86 88.96 85.81 84.96 89.67 85.68 87.17 86.82
700 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.08 88.90 87.59 87.87 89.64 88.55 89.18 88.63 89.22 87.09 89.71 87.93 88.26 86.66 88.73 88.51 88.20 87.78 89.41 90.29 87.88 85.61 89.29 87.05 87.83 86.60
701 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.12 88.52 87.67 87.78 89.95 90.20 87.72 87.82 89.15 87.12 89.01 90.08 87.54 88.37 88.76 88.48 87.23 89.23 90.48 89.20 87.51 86.74 88.52 86.97 88.19 86.36
702 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.22 89.18 88.77 88.41 88.86 88.92 88.55 88.54 86.87 88.30 88.02 88.76 88.43 87.97 89.96 88.79 89.45 88.51 88.96 89.45 87.81 87.62 88.66 88.19 86.93 89.62
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.80 88.70 88.36 88.15 87.68 89.67 88.82 87.55 88.10 88.34 90.09 89.48 91.08 88.75 88.93 89.49 89.82 90.25 89.99 88.97 88.00 87.62 88.08 85.69 87.16 87.28
732 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.96 87.72 86.92 89.03 89.16 90.01 88.67 88.15 87.56 85.77 88.31 89.35 87.83 88.40 88.34 89.74 86.81 88.66 88.77 89.30 85.65 87.39 87.68 87.91 89.20 88.09
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.88 87.70 87.52 89.91 87.47 89.24 88.90 88.60 89.26 87.56 89.18 90.11 89.43 87.15 89.41 89.31 87.79 88.49 89.59 87.52 86.28 87.76 90.43 87.71 88.49 88.77
734 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.70 87.30 86.12 88.47 89.19 88.80 87.93 88.46 88.25 87.69 88.91 89.24 90.00 88.17 88.98 88.72 88.05 88.28 88.96 89.30 88.46 86.69 86.85 85.80 88.61 87.77
735 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.92 89.20 88.94 87.62 87.90 88.95 88.89 88.78 88.84 88.81 89.50 89.26 88.29 87.87 89.54 88.49 89.28 87.52 90.53 89.03 89.15 86.27 89.42 86.50 88.02 87.78
764 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.32 87.49 88.38 88.69 86.27 89.67 89.00 89.33 89.30 88.49 90.69 89.19 88.81 87.75 88.70 88.73 89.32 89.79 89.70 89.80 87.31 86.32 87.76 86.85 88.36 89.04
765 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 88.74 88.10 87.24 89.38 87.65 87.88 88.20 87.22 87.61 87.74 88.61 87.97 88.12 88.85 88.91 89.22 88.63 90.37 89.44 88.55 85.29 87.02 88.86 86.68 86.93 88.18
766 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.92 88.26 88.26 88.60 89.06 89.30 87.25 89.02 89.17 88.65 90.44 88.86 88.15 87.62 88.79 87.23 87.26 88.52 89.18 88.53 87.44 86.45 90.21 87.64 86.18 86.60
767 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.60 88.68 87.40 88.02 89.15 88.69 87.69 88.02 87.47 87.45 90.42 88.51 88.50 87.63 86.75 89.04 88.77 90.02 88.60 88.45 84.94 86.38 88.51 86.93 89.78 86.57
796 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.21 89.66 87.47 88.61 88.70 89.38 89.15 88.25 88.30 88.84 89.21 88.91 88.23 89.10 88.76 88.28 88.57 88.58 88.64 87.80 89.00 88.59 88.68 87.61 87.73 87.93
797 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.13 88.25 88.94 88.38 87.40 89.12 88.94 87.09 87.02 88.28 89.29 88.92 87.35 89.01 87.50 86.64 88.31 89.12 90.17 90.60 88.95 88.88 88.76 85.86 87.31 86.60
798 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.97 88.52 88.16 88.18 88.65 88.43 88.24 88.19 88.84 87.90 90.66 89.52 88.73 89.22 89.03 88.49 88.53 87.46 89.22 89.66 88.70 87.24 87.72 87.64 86.07 87.34
799 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.87 88.62 86.71 87.18 85.90 89.22 86.99 88.18 88.98 87.69 88.71 87.05 88.62 88.66 87.59 87.68 87.23 87.94 87.71 88.96 87.54 84.87 89.09 88.00 87.93 87.16
828 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.19 87.13 87.91 89.41 87.86 89.90 89.59 88.88 88.97 88.25 89.43 88.78 88.09 89.08 89.26 88.99 88.44 89.22 89.43 89.46 86.20 89.36 89.35 88.02 87.47 88.45
829 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.21 88.26 86.84 87.42 87.94 89.42 87.98 87.58 87.52 86.79 89.21 88.84 89.22 88.89 89.13 89.19 88.59 89.41 88.89 89.39 89.67 85.42 89.43 85.40 88.40 85.87
830 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.00 88.23 88.41 89.05 87.87 88.25 88.16 88.17 88.22 88.73 89.22 89.39 88.23 86.92 88.34 87.70 89.15 89.47 89.12 89.22 84.76 86.15 86.01 87.47 89.22 89.26
831 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.06 88.82 87.03 88.67 89.11 88.98 87.58 88.69 88.48 88.76 88.98 89.48 90.10 88.79 87.86 89.77 88.76 88.43 88.76 90.36 87.48 86.68 87.79 85.66 85.62 85.70
860 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.18 87.95 88.18 87.95 87.58 89.22 89.35 88.94 88.04 87.46 87.94 89.94 87.14 88.52 86.60 88.26 88.96 87.55 87.74 88.43 84.36 87.16 87.90 85.56 86.39 88.90
861 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 87.79 89.25 88.29 88.36 88.21 89.79 87.59 86.57 89.14 88.29 89.48 89.64 88.90 88.28 88.22 89.03 86.57 88.22 88.79 88.83 85.27 86.05 89.03 89.26 85.79 86.30
862 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 86.41 90.13 87.86 89.13 88.19 87.73 87.13 89.18 87.80 89.05 88.63 88.11 89.41 87.56 88.41 88.09 87.97 89.18 89.98 89.18 85.61 84.78 85.69 84.65 89.21 88.47
863 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.89 88.65 87.47 88.75 89.55 90.01 88.50 88.02 87.13 88.61 87.93 88.86 89.17 87.71 88.97 89.47 87.77 88.53 90.25 89.28 85.45 86.38 88.54 85.68 86.36 88.04
892 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.27 87.24 88.02 88.51 87.54 88.72 89.01 89.11 86.12 87.49 89.42 90.04 88.12 87.78 88.23 89.13 88.73 88.87 89.73 88.88 89.55 88.88 88.09 87.03 88.80 87.90
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.35 90.21 88.41 87.64 88.43 90.48 85.98 89.82 87.00 89.59 89.69 89.72 90.66 89.68 89.60 89.61 89.66 88.63 90.17 89.43 87.64 86.21 89.55 89.06 88.31 88.84
894 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.02 87.77 87.74 88.38 88.01 89.91 88.91 88.42 88.85 87.55 88.75 88.75 87.47 88.53 88.07 90.92 88.05 87.20 87.97 87.60 89.83 85.97 88.67 87.38 87.69 86.73
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.21 89.01 88.92 89.79 89.17 88.53 88.93 88.92 88.94 88.06 89.37 89.14 88.58 89.95 87.15 88.86 88.08 89.24 89.35 89.87 87.67 86.48 88.95 87.03 89.23 89.05
924 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.95 87.73 88.57 89.43 89.60 88.97 88.37 88.98 88.19 87.60 89.85 88.98 87.43 87.62 88.49 89.44 89.10 89.32 89.83 89.13 85.12 87.20 87.40 88.46 86.47 86.48
925 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.53 88.06 89.29 88.47 89.12 89.11 88.77 88.49 87.48 86.39 89.45 89.83 89.44 87.28 85.29 88.49 88.22 89.78 88.74 89.04 89.56 86.84 87.43 87.28 88.58 87.99
926 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.42 88.44 87.18 86.14 87.99 88.99 87.64 88.27 88.60 86.89 88.23 88.81 88.73 88.68 86.00 88.57 87.90 90.04 89.71 88.93 86.63 85.21 89.93 86.72 85.92 88.23
927 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.63 87.58 87.00 89.89 87.88 89.40 88.37 87.42 86.59 87.29 88.95 88.21 89.67 88.16 87.53 89.94 89.34 88.98 89.65 87.90 87.15 85.61 88.43 86.81 86.09 87.95
956 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.33 89.99 88.22 88.36 88.62 89.74 86.35 89.14 87.52 86.12 88.70 88.78 89.00 88.92 90.75 88.54 89.36 89.91 89.25 90.20 89.29 85.96 86.36 86.47 89.18 87.52
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.41 88.73 88.48 89.19 88.63 89.79 88.73 88.80 88.76 88.58 90.36 89.91 88.37 88.83 87.95 87.59 86.84 88.72 90.41 88.99 89.34 87.56 89.54 84.87 86.04 89.07
958 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.64 88.19 89.26 88.20 89.18 89.98 89.20 88.09 89.45 87.22 88.93 88.64 89.50 86.95 87.23 88.78 89.26 87.73 87.27 89.81 86.01 87.62 87.44 87.18 88.13 88.43
959 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.90 87.69 89.19 88.63 87.33 89.96 86.91 87.19 89.23 87.35 89.21 88.87 88.27 88.53 89.21 88.52 86.62 89.78 88.40 88.88 86.79 87.45 88.58 86.84 86.61 90.21
988 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.70 89.15 88.15 87.18 86.32 89.11 87.72 86.93 87.67 88.46 89.63 89.24 89.18 88.23 88.02 88.16 87.77 88.89 90.16 89.61 86.78 87.07 87.57 87.85 88.67 87.30
989 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.16 88.47 87.91 88.40 88.22 89.69 89.38 87.47 86.97 87.63 89.21 87.26 87.69 88.13 87.92 89.20 88.81 88.27 87.84 88.41 88.24 85.52 86.87 85.95 86.91 88.12
990 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.99 89.19 88.48 87.37 87.23 87.11 87.92 89.65 88.43 88.94 88.50 89.38 88.66 89.61 89.38 87.62 88.34 88.93 89.29 89.65 85.43 87.55 89.37 88.37 88.67 88.87
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.87 88.95 87.84 89.07 89.91 88.07 88.25 88.64 89.13 86.79 89.34 90.47 88.83 89.15 88.32 89.83 88.42 88.13 90.41 90.03 87.86 87.68 89.23 89.39 88.45 89.07
1020 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.95 88.35 88.22 88.48 87.66 90.43 87.74 87.39 88.19 88.49 89.99 87.83 90.17 88.72 87.99 87.35 88.47 88.51 88.78 89.08 86.77 88.71 89.05 85.78 88.51 86.23
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.39 89.13 88.88 87.96 87.76 88.86 89.36 88.49 88.80 86.91 89.75 88.14 90.22 89.21 88.32 88.16 90.44 90.27 89.91 89.38 85.84 88.12 88.14 88.17 89.53 88.39
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.93 88.50 87.50 88.37 89.51 89.62 88.38 89.83 88.10 89.19 90.12 89.34 88.12 88.18 86.71 89.79 88.03 89.15 89.17 91.24 87.50 87.62 87.21 89.22 86.14 88.57
1023 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.64 87.92 88.39 87.64 87.95 88.12 87.72 89.52 88.68 89.40 90.17 88.58 89.59 87.52 88.49 90.59 88.84 90.26 89.26 90.49 88.70 85.78 89.26 85.54 87.91 89.31
1052 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.21 88.53 89.26 88.70 88.85 89.13 87.43 89.14 88.21 88.70 90.15 90.21 88.14 87.26 87.75 88.49 89.25 89.78 88.61 88.25 88.45 88.86 88.27 88.06 87.32 89.29
1053 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.02 89.01 88.68 88.67 87.47 88.84 88.99 89.02 88.44 87.89 89.73 90.04 87.14 86.59 88.66 88.16 88.80 89.83 88.27 90.49 84.39 86.67 86.64 87.14 89.90 86.66
1054 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.64 88.32 89.74 87.90 88.67 89.30 86.80 87.34 86.97 86.99 89.45 88.44 87.30 87.39 88.48 88.46 88.79 87.86 88.41 88.90 87.51 87.72 89.12 86.59 87.73 85.40
1055 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.20 89.15 87.95 88.93 88.40 87.97 88.21 89.20 88.37 88.29 90.64 88.65 87.88 88.35 89.73 88.44 88.39 88.02 87.65 90.33 88.41 88.41 89.35 86.45 87.33 86.37
1084 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 87.69 89.19 87.49 89.41 88.31 88.04 88.49 87.22 87.90 88.48 87.39 87.89 87.75 88.13 88.30 87.21 88.81 89.39 88.71 89.76 87.32 88.63 88.01 86.79 87.11 87.60
1085 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.16 88.95 87.92 88.03 87.77 88.97 89.27 87.86 87.53 88.56 88.92 88.26 90.12 88.13 88.86 89.99 87.30 87.38 89.47 90.18 89.17 89.06 88.29 87.76 87.95 88.32
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.85 90.03 87.88 89.85 89.69 88.15 88.47 88.55 89.22 88.88 88.04 90.44 90.34 88.94 88.99 88.06 87.14 88.15 89.67 88.04 87.16 85.02 88.59 86.03 87.85 87.34
1087 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.09 88.84 88.73 88.61 88.92 89.52 89.03 88.31 87.44 88.03 89.59 89.39 88.77 88.24 87.64 88.77 88.01 88.97 88.77 90.26 87.10 86.54 89.47 88.75 89.79 87.73
1116 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 88.47 88.52 89.67 88.92 88.64 88.20 88.73 88.28 88.21 86.33 89.23 88.52 88.27 88.40 88.15 88.64 88.30 88.85 88.46 89.17 89.17 85.75 85.84 85.87 87.09 87.94
1117 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 90.15 87.48 87.99 88.60 88.14 89.45 88.68 89.16 87.77 88.17 89.99 88.97 88.38 86.90 88.68 88.34 87.97 88.73 88.91 89.22 85.46 87.49 86.97 85.29 87.24 87.06
1118 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.84 87.19 87.77 88.61 89.32 88.93 89.27 88.13 87.53 88.33 89.95 89.15 88.49 88.89 88.75 88.81 86.97 88.34 89.07 89.63 87.42 86.51 90.08 86.26 86.93 85.15
1119 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.94 89.94 88.42 87.96 86.91 89.28 88.92 85.96 88.96 87.87 87.93 89.50 88.40 88.61 88.29 86.92 89.92 87.86 89.10 88.14 88.98 87.90 90.05 86.08 88.40 89.38
1148 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.13 89.10 88.29 87.74 88.71 89.74 87.53 90.47 87.99 88.74 88.95 88.92 88.13 90.00 88.44 87.95 88.26 90.47 89.85 88.52 88.17 85.93 87.19 85.14 86.76 87.55
1149 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 86.18 89.16 87.93 88.09 88.20 89.01 88.57 89.38 86.97 87.65 90.47 88.19 88.06 88.58 88.92 89.36 88.18 88.24 90.51 89.58 86.95 85.42 85.50 86.45 88.87 87.57
1150 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 88.88 89.84 87.95 87.86 88.46 88.52 87.24 87.30 87.99 87.81 87.67 88.51 87.38 87.48 87.40 88.91 87.71 88.59 88.71 88.52 83.48 85.89 88.85 87.22 85.80 86.39
1151 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.18 89.66 88.51 88.86 88.91 88.15 87.84 88.95 89.41 87.41 89.18 88.24 89.20 90.19 88.40 87.49 87.50 88.19 90.44 89.48 86.36 88.11 89.48 86.97 86.93 87.26


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
28 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 89.36 87.19 92.59 90.20 87.93 90.08 91.56 87.37 86.10 88.81 88.20 89.08 90.56 90.21 89.24 89.64 87.44 80.92 91.03 91.59 89.04 88.93 90.35 89.36 88.23 85.23
29 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 91.54 92.17 91.65 87.77 88.68 87.76 89.49 91.09 86.49 89.68 89.33 87.07 88.39 87.38 88.54 89.66 88.66 89.55 90.16 90.29 88.54 88.34 85.61 88.71 86.68 89.30
30 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 90.48 89.74 92.12 88.82 91.95 89.43 89.66 87.97 90.71 88.75 90.16 88.84 91.30 90.30 91.57 91.43 87.35 90.13 89.83 88.39 89.11 86.32 88.21 89.29 88.73 88.53
31 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 91.81 91.79 91.63 91.46 89.04 89.46 91.96 91.08 91.35 90.83 91.89 88.94 91.89 92.39 89.55 92.14 91.05 89.24 88.70 89.46 89.09 91.32 93.12 92.36 90.10 89.06
60 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 89.88 90.38 91.14 91.91 92.19 87.20 92.09 92.71 93.34 89.04 92.11 88.95 90.71 90.91 92.33 92.66 90.28 91.54 91.26 91.22 87.91 90.10 90.49 89.89 92.62 89.19
61 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.02 91.59 91.73 91.24 92.00 90.28 89.85 91.51 89.79 91.56 90.72 89.14 90.67 90.91 89.85 91.20 90.64 92.04 92.25 90.37 91.82 89.25 92.42 87.65 90.41 91.58
62 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 91.26 93.03 91.26 93.05 91.63 90.04 90.97 91.29 89.43 88.12 89.48 92.46 92.04 90.46 90.09 92.58 92.26 92.50 92.87 91.23 90.18 91.36 92.79 90.58 89.28 92.62
63 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.13 92.24 91.26 89.01 91.60 90.77 89.77 93.03 91.52 88.19 92.07 91.56 92.50 92.48 89.85 89.63 91.91 89.51 89.94 91.06 91.63 91.41 91.76 90.18 89.34 90.89
92 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 90.55 89.94 91.34 90.88 91.43 86.94 91.14 90.45 88.97 91.12 91.61 90.25 91.15 91.61 90.54 90.94 91.17 89.45 88.64 89.92 90.78 89.76 88.94 92.01 91.10 88.86
93 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 91.59 90.97 90.47 91.24 91.64 90.41 91.24 90.06 93.02 92.45 91.30 91.53 92.28 90.42 89.78 91.51 88.30 91.99 91.17 90.41 92.34 91.23 92.51 88.95 89.79 89.46
94 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.62 91.82 91.72 91.66 91.97 89.03 93.77 92.33 92.82 92.94 90.35 91.99 91.92 91.89 89.69 90.48 91.63 92.32 93.18 90.71 89.70 88.29 90.98 90.70 90.24 89.61
95 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 24.42 89.30 90.10 90.28 90.55 90.56 90.17 91.79 92.18 88.05 91.00 93.68 90.64 90.29 92.10 89.40 90.50 88.98 93.10 93.48 91.65 91.11 89.77 90.56 90.12 88.80
124 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 88.77 91.03 91.32 91.42 90.48 90.62 88.60 87.39 89.45 88.66 87.03 88.78 92.78 87.37 88.73 90.67 86.89 89.10 93.07 93.04 90.84 87.90 87.73 87.80 89.31 90.24
125 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 88.69 90.45 88.77 87.49 91.27 90.37 92.29 89.86 89.94 88.28 91.68 89.77 89.44 89.96 88.08 89.81 89.01 90.76 92.78 90.07 88.95 88.09 92.95 90.56 90.76 89.58
126 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.82 91.20 91.04 90.61 88.71 90.41 89.51 88.09 90.61 90.21 91.14 91.28 92.30 91.47 87.79 93.78 91.06 90.54 92.76 90.13 90.58 87.93 90.26 89.57 90.32 87.38
127 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 91.32 91.18 93.19 91.18 89.90 88.77 88.02 90.47 90.82 89.27 91.54 88.32 92.23 89.15 89.45 88.47 91.12 90.44 91.83 90.59 91.47 91.37 91.18 89.48 89.81 89.05
156 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 92.03 90.09 92.09 91.49 91.03 87.98 91.36 90.89 90.35 88.84 91.72 87.98 91.09 90.69 88.71 89.44 90.77 92.36 92.47 90.20 89.21 90.60 92.65 90.19 90.62 88.86
157 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 93.57 92.29 91.92 89.78 91.06 90.76 88.33 90.09 90.13 89.22 91.09 90.89 90.27 91.20 89.91 91.99 92.35 89.61 91.65 94.37 91.05 89.36 89.80 90.90 89.63 89.89
158 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 91.97 89.73 91.79 92.17 89.70 91.75 91.14 90.59 92.97 91.73 93.49 91.04 91.61 92.76 90.19 90.76 91.86 88.44 92.44 93.62 88.83 90.91 93.05 91.00 91.10 90.46
159 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.59 91.28 92.07 89.10 92.45 90.34 91.66 90.06 92.05 91.61 92.65 89.21 93.61 91.70 89.64 90.46 92.47 92.38 92.46 90.58 91.00 87.54 92.56 88.21 89.56 87.73
188 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 90.52 87.58 89.78 91.77 86.12 90.52 92.34 91.68 92.51 89.33 89.72 91.78 92.57 90.57 91.87 91.41 89.67 89.54 91.40 91.39 91.32 90.97 90.67 89.65 89.15 89.42
189 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.18 91.28 92.81 92.23 94.37 92.10 91.19 90.71 91.73 92.42 90.86 90.88 92.14 91.81 90.82 92.53 91.46 92.03 91.43 91.49 90.13 90.65 91.92 90.81 90.49 91.70
190 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 93.11 91.40 92.18 93.65 92.05 90.24 90.73 91.36 92.49 92.01 87.50 90.12 90.37 90.48 92.21 91.00 91.09 90.96 91.80 90.88 92.59 91.07 91.51 91.13 91.27 89.07
191 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 91.85 92.27 92.86 89.15 91.53 89.13 90.70 92.66 92.76 91.35 91.75 91.49 92.97 92.20 89.42 90.30 91.96 90.03 93.41 92.31 88.20 90.74 90.29 90.21 89.58 91.46
220 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 89.79 90.79 90.49 88.15 89.18 88.16 89.59 90.88 87.47 89.42 89.67 93.09 86.98 91.15 88.48 89.48 92.65 91.15 93.26 93.11 89.03 91.18 92.22 90.16 89.97 88.87
221 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 91.14 91.24 91.09 89.81 91.58 90.73 24.42 91.69 90.97 88.47 91.49 89.33 92.60 92.98 92.64 92.00 91.89 87.84 91.44 91.61 92.12 91.39 91.50 90.41 89.08 89.62
222 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 93.21 87.69 93.08 90.45 89.93 91.76 90.77 88.69 91.71 89.10 87.97 91.28 90.46 90.05 90.82 90.22 90.14 89.75 89.27 89.93 90.28 90.31 92.55 90.55 90.02 90.40
223 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.68 89.97 92.77 90.21 92.30 88.29 86.38 90.68 88.65 90.95 88.61 89.48 89.13 90.06 87.88 91.92 89.42 89.35 92.03 91.71 90.10 89.97 91.63 88.21 89.55 86.90
252 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.00 92.21 92.93 90.24 90.92 89.91 91.29 91.04 89.78 89.72 90.91 92.39 93.86 90.87 88.93 92.12 90.86 90.58 89.84 92.00 89.74 91.08 89.34 89.85 89.79 88.19
253 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 92.48 91.14 92.23 91.24 92.40 91.68 91.58 93.73 92.08 89.20 94.47 87.73 91.61 91.45 90.92 91.42 91.12 89.85 90.89 91.38 93.44 92.23 91.78 91.12 90.40 89.28
254 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 91.76 90.46 92.51 90.42 90.78 91.82 92.55 93.28 92.39 90.66 92.18 87.65 92.53 92.31 90.01 89.01 90.13 88.70 89.96 89.69 90.38 92.13 90.19 90.55 90.12 90.75
255 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 89.95 91.65 90.00 90.02 89.02 92.75 92.44 90.66 90.60 92.00 89.29 91.78 91.61 92.85 91.35 89.34 91.80 88.28 92.76 92.01 91.38 90.37 87.65 89.65 88.28 90.30
284 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.53 91.70 90.86 93.24 90.82 88.73 93.71 92.77 91.58 92.94 89.64 90.11 92.00 91.89 89.28 90.00 92.37 93.55 92.60 90.56 88.48 89.47 90.76 89.69 88.09 89.92
285 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 89.87 91.30 90.69 92.49 91.90 90.45 91.79 91.69 92.35 92.19 91.47 90.25 92.61 91.77 89.86 93.11 89.21 89.32 93.60 89.97 92.92 89.34 92.84 91.00 89.46 90.27
286 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 93.39 92.18 90.00 89.51 91.47 91.04 92.96 92.26 90.61 93.00 90.59 92.09 91.28 92.03 92.51 92.99 91.91 91.81 92.95 91.36 90.67 90.53 89.22 91.11 89.90 90.14
287 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 93.96 90.93 93.51 89.56 92.43 90.41 90.19 92.26 91.69 90.59 93.31 91.12 93.01 92.12 92.30 92.56 90.75 91.20 89.95 91.66 90.16 92.82 93.03 91.53 90.99 90.03
316 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 89.96 89.45 90.48 87.37 87.31 89.42 88.64 88.99 91.09 87.79 88.77 88.16 90.19 88.64 86.21 89.37 89.64 87.75 88.56 91.51 90.97 90.43 89.65 88.81 86.78 88.14
317 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.60 89.18 90.79 88.61 88.79 90.03 90.61 90.13 89.90 89.44 90.46 89.21 87.62 88.43 90.71 89.07 89.02 89.95 88.44 91.19 92.38 89.79 91.38 90.30 89.64 89.83
318 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.74 90.40 92.88 90.72 90.76 88.47 87.15 90.26 88.18 89.65 89.14 87.98 89.13 89.05 86.25 90.23 89.59 85.74 87.66 88.37 90.13 90.58 90.58 89.47 89.96 88.20
319 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 89.38 89.29 91.41 87.29 91.23 89.74 91.63 89.46 90.43 91.13 91.24 89.06 88.88 90.29 91.11 91.76 86.05 89.80 91.01 87.27 89.36 93.13 91.20 88.46 87.58 88.70
348 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 91.55 90.80 92.27 87.38 89.22 91.57 89.70 88.61 91.86 90.84 87.38 89.11 91.06 89.81 90.33 91.21 87.43 89.33 89.44 88.99 88.64 89.35 89.43 88.41 88.46 89.82
349 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 92.79 92.38 91.30 91.44 90.71 91.48 91.03 90.64 91.75 91.76 91.73 93.37 92.10 92.06 90.10 92.57 92.06 91.65 91.58 91.25 92.28 92.08 91.12 89.96 90.10 89.55
350 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 90.38 94.22 92.25 92.19 92.95 90.95 89.89 91.66 91.35 92.02 92.53 90.38 91.48 90.51 90.68 92.35 91.65 90.87 90.67 91.33 92.66 91.24 90.63 91.96 89.71 91.41
351 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 90.01 89.73 93.00 89.33 91.69 91.83 91.40 91.30 92.03 90.39 91.06 89.99 92.17 89.92 91.74 92.06 92.55 91.29 92.27 89.03 90.18 92.12 91.88 90.08 88.37 88.98
380 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.18 89.68 93.00 90.27 89.42 91.33 91.10 92.29 91.18 88.83 90.70 89.25 90.68 91.09 91.84 91.69 89.45 89.60 90.92 90.75 90.66 92.43 86.94 89.45 89.45 90.03
381 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.91 91.44 94.31 91.56 92.24 91.16 91.17 92.72 91.24 90.60 93.18 90.33 93.11 90.42 91.92 91.46 89.50 92.80 92.75 91.49 90.45 89.16 91.15 92.45 91.10 88.62
382 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.90 91.50 92.71 90.63 89.89 90.54 91.15 90.99 90.58 90.30 89.10 88.33 92.79 90.38 90.79 91.14 93.29 92.70 90.41 90.95 92.12 91.26 89.87 91.45 89.59 88.74
383 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.41 91.10 91.29 90.93 92.05 91.16 92.19 90.57 92.13 89.89 93.70 90.46 91.62 92.56 90.59 90.49 90.49 90.02 92.30 90.60 91.40 90.71 89.40 89.81 89.20 89.40
412 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 89.56 91.19 93.30 88.00 91.17 88.44 91.34 89.68 91.30 91.61 89.84 88.64 90.43 92.51 88.66 88.61 88.77 88.96 90.68 87.85 90.60 90.21 24.42 90.70 89.07 88.48
413 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 90.20 91.18 90.02 91.35 91.38 89.75 89.97 91.20 89.95 87.33 90.68 90.03 91.09 90.96 88.48 90.62 90.13 88.76 89.89 90.77 89.76 89.33 91.17 89.08 89.92 90.59
414 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 89.47 90.17 89.81 92.97 88.98 88.40 89.62 90.08 91.65 84.81 91.47 88.96 90.54 91.48 89.48 89.83 88.14 88.85 88.49 89.74 89.19 88.92 91.07 88.97 91.09 88.68
415 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 93.01 92.02 90.73 91.35 92.64 91.50 89.14 92.33 90.25 86.19 91.41 89.98 92.13 90.88 89.79 90.40 87.33 90.61 89.02 89.38 90.81 90.98 91.91 92.33 90.73 88.69
444 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 91.61 90.30 93.39 91.43 90.84 91.73 90.83 88.14 91.80 87.74 89.79 91.03 91.05 90.75 88.75 89.72 89.78 90.09 90.94 90.22 90.27 90.01 88.64 89.75 91.65 90.54
445 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.78 91.36 92.14 92.10 90.82 90.61 91.24 90.09 92.66 91.50 90.08 89.58 91.39 90.42 87.96 91.73 90.03 91.12 90.53 91.32 90.49 89.51 89.89 89.77 89.46 90.36
446 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 91.39 90.91 93.09 93.74 91.53 90.74 89.92 91.21 92.35 92.60 89.93 90.79 89.85 92.03 92.27 92.82 92.91 90.68 89.42 90.89 91.82 90.27 91.47 90.33 92.10 88.07
447 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.48 93.64 89.75 90.13 89.86 90.40 90.10 91.52 91.05 90.29 93.16 90.95 91.07 91.81 90.78 90.89 92.18 91.83 93.27 89.45 91.19 92.72 90.08 91.51 89.29 90.27
476 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 90.15 88.80 89.41 91.32 88.51 87.85 88.94 87.07 90.79 90.68 89.96 89.62 92.95 89.11 88.31 89.69 90.89 88.86 92.06 90.03 90.19 88.81 89.65 88.75 89.17 87.13
477 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 90.70 91.69 92.50 90.63 92.83 88.85 92.31 91.04 91.07 92.35 91.57 91.42 90.94 91.23 89.90 90.07 91.46 89.29 92.84 92.74 91.04 90.63 91.95 92.63 90.43 90.59
478 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 89.22 89.17 91.80 91.28 91.20 92.00 92.53 90.20 91.09 92.42 89.52 88.69 92.41 92.86 90.54 90.77 91.82 90.36 93.45 91.04 89.57 92.03 91.02 92.40 92.31 89.92
479 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 90.69 90.61 92.09 91.66 90.44 91.89 89.29 90.41 90.75 91.07 89.68 91.03 92.20 91.87 89.86 91.10 92.57 90.95 91.85 93.80 88.82 92.06 90.76 91.51 92.07 90.47
508 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.73 92.76 91.47 90.44 92.17 87.87 90.32 90.79 91.46 88.79 90.71 88.77 90.57 89.76 89.35 90.03 89.91 92.48 90.59 89.11 88.97 88.40 90.54 89.69 89.69 88.74
509 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 89.98 90.72 90.74 88.75 91.45 93.18 89.34 91.22 90.21 89.89 90.90 89.55 90.75 91.37 89.86 90.46 88.25 87.93 89.31 88.93 90.66 88.80 91.89 90.65 90.66 89.19
510 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 90.01 89.13 92.34 91.11 90.60 91.55 90.56 92.93 89.44 90.79 91.73 90.89 90.42 90.03 88.57 92.51 88.41 90.80 89.13 91.62 90.76 90.66 90.27 90.66 90.99 90.07
511 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 91.44 92.21 93.75 88.63 89.85 88.74 91.46 90.10 91.86 92.99 91.47 90.63 91.45 88.69 89.95 90.66 89.39 87.83 91.43 92.90 91.06 91.14 92.57 90.02 91.81 88.78
540 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 90.45 90.91 89.68 90.21 90.53 91.62 92.33 92.73 92.73 91.58 90.85 91.32 92.11 89.17 89.97 90.67 90.84 91.98 93.22 91.79 89.03 90.90 91.53 89.11 89.19 87.94
541 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 91.49 92.61 91.44 89.80 93.23 89.67 91.59 89.51 90.86 91.35 94.13 93.27 90.40 90.96 89.93 89.82 91.02 91.51 91.02 92.47 90.46 90.92 91.98 90.84 91.50 89.77
542 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.07 89.60 92.03 91.66 92.58 91.56 91.51 90.99 90.30 88.76 89.44 91.34 92.85 92.79 91.22 89.54 90.04 90.30 92.18 90.82 92.21 90.89 90.80 90.29 91.50 90.08
543 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 90.64 91.82 90.04 89.35 89.45 91.62 90.45 93.04 90.89 90.11 91.64 90.22 91.52 92.00 89.81 90.81 91.30 90.69 91.81 91.03 90.20 88.91 90.98 90.60 90.42 89.95
572 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.40 90.98 93.16 88.58 91.89 89.99 90.52 91.11 91.50 91.97 91.77 90.27 89.59 91.94 89.24 93.30 93.31 91.64 91.81 90.52 89.63 90.06 92.12 89.60 90.47 88.20
573 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.23 91.80 89.71 91.36 91.52 92.02 91.65 89.06 92.28 88.57 92.04 92.43 93.59 91.27 89.27 88.15 91.84 90.83 91.68 90.48 89.24 90.31 91.89 89.85 90.59 92.20
574 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.32 91.49 89.88 92.75 90.67 90.14 90.62 89.84 93.28 92.66 92.32 90.18 92.72 92.79 87.62 93.26 92.00 88.65 90.59 89.72 89.90 89.10 93.80 87.39 90.85 89.53
575 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 90.46 92.14 92.19 90.22 91.59 90.44 88.66 91.87 90.35 91.33 92.59 90.88 92.00 93.47 89.04 92.60 90.74 91.10 92.62 92.45 91.49 91.48 92.53 91.58 91.44 89.64
604 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.28 89.25 90.00 88.84 90.22 89.33 91.58 88.39 87.00 88.54 88.92 89.74 88.53 90.30 88.02 89.93 91.58 90.95 91.30 90.58 90.46 90.50 89.91 88.00 90.24 88.95
605 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.49 88.37 91.40 90.35 90.75 88.78 90.26 89.12 89.15 88.12 88.80 87.07 87.41 88.80 88.85 90.62 90.85 89.81 90.92 90.21 91.08 88.76 93.53 90.05 90.48 87.64
606 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 91.28 89.29 90.50 91.51 90.59 90.84 90.07 88.64 90.57 89.44 92.05 89.37 88.81 89.65 89.23 90.02 90.76 92.75 90.49 91.09 91.75 89.86 90.80 89.24 91.00 88.74
607 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 91.25 91.02 88.80 89.07 89.40 90.89 90.07 90.06 88.99 89.77 90.61 87.94 90.82 90.14 89.32 89.35 88.54 89.11 91.35 90.76 86.99 87.53 91.38 90.98 89.60 89.24
636 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.60 89.88 90.91 89.81 90.61 91.14 88.88 91.08 91.01 90.87 89.10 92.36 90.89 89.58 87.79 90.63 89.13 90.16 92.34 90.85 89.74 89.20 90.27 91.47 91.45 91.56
637 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.57 90.64 90.79 90.52 90.45 92.48 90.30 88.29 89.50 90.79 91.24 90.34 90.28 92.31 87.24 91.08 91.57 89.96 91.98 90.37 88.90 89.09 91.21 92.24 91.25 90.35
638 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.53 90.57 91.50 89.76 91.50 90.46 91.07 89.33 91.11 90.41 89.39 88.26 90.44 91.48 89.86 88.31 91.49 89.05 91.77 89.90 89.63 87.59 92.45 90.40 89.00 91.74
639 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.34 91.25 90.73 90.31 91.04 90.77 90.97 89.21 88.24 89.19 92.08 89.38 87.38 90.43 89.43 89.77 90.77 90.41 91.31 91.08 91.27 88.35 91.26 89.02 90.07 90.08
668 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.35 89.75 93.00 90.35 90.32 89.00 91.10 90.45 89.96 91.11 91.56 91.93 90.49 91.63 88.89 92.06 93.10 90.98 92.18 90.57 89.37 89.07 90.91 91.00 89.24 92.71
669 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.43 90.78 92.04 91.81 89.34 90.82 90.52 89.91 88.29 89.06 91.80 91.73 88.60 90.56 90.59 89.74 91.80 91.10 92.77 89.39 91.21 88.20 91.52 89.86 89.23 90.48
670 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.17 89.82 91.73 90.33 90.50 90.72 89.49 91.28 90.63 89.72 89.95 90.71 91.40 90.00 88.87 89.82 89.62 90.75 92.88 90.00 91.35 89.35 92.82 90.42 88.79 90.84
671 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.26 87.94 90.76 90.01 89.95 92.01 90.56 89.59 91.37 90.58 90.53 90.92 89.00 91.39 89.22 89.40 91.44 88.64 91.31 90.18 90.58 90.65 92.89 88.42 89.74 88.68
700 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.57 90.64 89.44 89.36 89.84 87.67 88.58 89.16 89.34 88.39 89.09 88.46 86.09 88.52 90.32 87.88 89.90 86.52 92.12 89.59 90.41 88.15 91.21 89.10 88.89 87.74
701 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 91.68 90.02 88.67 89.12 92.25 90.59 90.86 90.83 90.12 90.41 91.66 88.91 89.80 90.68 90.23 89.21 90.63 91.08 88.64 90.42 91.80 88.33 90.05 90.15 91.86 87.46
702 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.00 89.65 91.29 88.50 89.26 89.58 90.61 89.36 90.47 90.77 90.00 89.08 89.14 90.63 91.07 89.59 91.25 92.26 89.94 91.35 90.41 89.16 92.65 90.21 89.26 90.10
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.19 88.05 91.07 89.84 89.49 89.01 90.39 89.65 90.01 87.71 90.70 90.33 89.65 89.83 89.83 90.78 90.50 89.88 91.72 87.84 90.92 88.43 90.25 88.65 88.94 88.52
732 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 89.91 88.71 89.55 89.15 89.03 90.14 89.26 87.95 89.94 88.59 90.61 88.55 88.26 91.05 89.09 90.83 91.11 90.31 90.88 89.46 90.95 88.00 88.11 90.62 87.82 89.38
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 90.92 89.43 91.30 88.72 89.20 90.82 91.04 89.98 89.15 90.38 91.37 89.13 90.53 90.17 89.20 90.19 91.05 89.88 92.30 90.76 89.63 90.45 92.86 90.32 90.65 89.36
734 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.50 89.81 90.67 90.33 91.25 90.56 88.80 90.10 91.58 90.55 92.44 90.84 88.24 91.54 90.88 91.31 89.51 90.63 91.64 90.32 92.17 90.48 93.07 89.76 89.59 91.90
735 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.37 90.32 90.53 89.66 89.79 91.77 89.84 90.11 90.60 90.36 92.34 89.84 89.87 90.40 90.64 90.35 90.35 91.41 92.62 88.29 91.23 88.55 92.34 90.14 89.95 89.91
764 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.10 89.34 91.08 88.90 88.19 90.81 88.65 90.29 91.79 90.95 92.08 90.35 91.05 89.00 91.23 90.09 92.25 91.36 91.76 91.22 90.89 88.73 93.05 90.13 89.99 90.75
765 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 91.36 92.21 91.96 91.31 92.67 90.64 89.05 88.76 90.67 90.59 91.91 90.78 90.37 91.55 89.07 90.35 92.52 91.74 92.34 90.04 89.34 91.36 93.08 91.19 92.43 91.85
766 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 92.96 90.51 90.47 90.80 91.04 90.92 90.89 89.73 90.23 91.96 91.78 90.44 90.21 88.20 90.62 87.98 89.23 91.13 92.08 89.04 88.53 90.29 93.48 89.58 89.25 89.61
767 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.92 90.08 91.36 91.30 92.18 90.95 89.91 89.22 88.73 88.96 93.52 91.42 91.27 90.10 88.69 89.90 90.65 91.27 92.53 91.02 88.20 88.54 91.03 88.82 91.37 90.02
796 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.31 89.72 89.81 88.47 90.05 90.28 90.89 89.40 88.62 90.84 91.21 89.63 91.37 90.30 88.83 90.26 91.08 85.19 90.79 90.51 89.77 89.90 91.46 91.06 89.55 85.94
797 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.84 91.58 89.63 88.93 90.13 88.72 89.77 88.64 89.01 87.08 86.66 88.73 85.98 90.08 91.33 90.13 90.47 90.57 91.12 90.51 90.52 91.05 93.03 90.29 88.36 86.71
798 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.15 89.83 90.30 88.73 90.00 90.26 90.57 89.01 90.60 88.00 91.56 89.60 90.75 91.80 92.60 90.19 89.90 88.77 91.26 89.92 90.62 87.72 90.05 90.62 90.71 89.08
799 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.22 90.14 89.60 87.23 87.94 90.21 87.95 88.49 87.34 87.91 89.11 85.71 88.65 89.11 88.29 91.13 86.36 88.23 87.37 88.66 89.12 87.38 92.11 88.43 89.54 88.58
828 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.11 90.04 90.86 90.82 90.67 92.67 90.33 90.23 89.15 89.11 91.71 89.25 88.23 91.83 91.31 90.66 91.11 91.09 90.57 92.30 89.54 91.16 92.10 91.30 89.49 90.33
829 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.05 90.04 91.17 92.04 90.33 91.66 90.99 88.21 90.34 89.08 92.75 89.53 88.84 90.66 90.36 89.55 91.55 89.48 91.81 91.43 92.55 88.25 92.76 89.84 92.07 90.35
830 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.32 90.41 92.79 90.17 88.74 92.71 90.47 89.86 89.95 88.41 91.88 89.44 91.26 89.39 88.67 89.63 92.56 89.79 90.92 90.33 85.88 90.96 89.87 91.59 92.86 91.92
831 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 91.50 89.37 91.57 90.04 92.31 90.56 89.17 90.60 89.54 91.15 90.89 89.10 90.86 92.05 90.16 91.14 90.88 91.20 91.58 89.72 91.47 88.68 90.48 89.35 89.99 90.65
860 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.83 91.97 92.05 90.55 89.99 91.18 92.03 90.63 88.93 90.00 91.54 89.98 90.42 92.20 88.89 92.27 91.08 90.31 91.03 91.31 90.51 88.61 92.49 89.90 89.78 91.53
861 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 91.17 90.32 92.58 90.27 89.76 90.90 90.41 86.44 92.22 91.26 92.49 90.54 91.64 90.16 91.65 91.24 91.58 90.54 92.30 91.22 90.62 90.06 93.22 91.68 90.27 92.14
862 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 91.69 91.04 91.04 90.57 90.32 89.93 90.27 88.84 90.80 90.04 90.94 88.72 90.76 90.07 90.80 89.51 90.62 91.53 91.80 91.73 90.88 89.70 91.01 88.58 92.24 90.82
863 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 90.45 89.87 91.90 90.73 90.46 89.73 90.83 92.66 90.80 91.03 91.81 89.64 92.19 91.04 91.56 90.44 91.29 91.84 93.01 90.11 90.15 92.42 93.70 90.47 91.46 91.22
892 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.33 88.60 88.59 89.21 90.32 89.26 88.70 89.32 88.57 89.11 91.16 88.52 90.35 89.61 89.84 90.11 89.82 91.06 91.20 90.91 90.91 89.50 88.42 90.10 91.65 88.97
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.05 90.80 87.25 87.28 89.73 89.62 89.52 88.87 89.83 89.54 90.79 92.00 88.26 90.36 91.09 91.18 93.01 92.48 90.30 90.27 92.52 88.41 89.41 88.67 90.35 89.73
894 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.84 88.85 91.31 90.51 89.14 89.05 89.23 90.83 90.17 89.77 92.25 88.18 88.74 90.61 89.32 89.53 89.81 88.36 90.09 88.44 91.19 87.91 89.32 89.33 89.36 88.04
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.56 89.33 90.41 89.09 89.99 88.96 90.11 90.43 88.36 89.94 88.64 88.78 89.79 91.10 88.82 89.96 91.05 92.32 90.32 90.01 90.55 89.75 90.56 90.33 91.69 89.32
924 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.97 89.86 92.65 90.53 91.05 90.21 90.52 90.62 88.89 89.52 90.59 90.56 89.85 90.07 89.78 90.62 89.46 90.30 91.84 90.27 85.02 90.36 92.52 92.31 91.18 90.45
925 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.90 91.18 92.48 91.33 90.42 90.25 90.24 90.87 88.94 89.24 92.25 89.75 90.19 89.97 88.32 91.21 89.41 90.78 91.50 91.65 91.03 88.28 92.15 89.80 91.13 89.40
926 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.96 90.80 91.79 88.09 89.47 89.28 88.38 88.44 92.85 91.45 90.51 90.01 90.53 90.59 87.69 90.48 91.74 90.80 91.00 90.48 91.12 87.79 92.54 88.90 88.67 90.16
927 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.00 89.27 91.20 91.38 90.91 90.28 89.63 90.13 89.60 87.23 90.87 89.80 91.93 92.02 89.10 91.82 90.84 90.49 91.68 88.44 90.86 87.79 91.82 89.95 91.52 91.06
956 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.76 92.27 92.45 89.89 91.51 92.01 89.46 90.29 89.88 88.57 89.61 90.23 90.61 90.02 91.53 91.87 89.78 92.29 91.29 91.59 92.81 90.82 91.48 90.84 92.74 90.47
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.43 91.34 93.24 90.71 92.13 91.29 92.28 90.71 90.50 90.12 93.72 92.29 90.21 90.82 88.49 89.66 89.79 91.57 92.74 87.28 91.19 88.69 92.06 88.96 90.68 90.81
958 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.35 90.83 91.55 90.83 91.31 91.49 91.20 87.99 91.52 90.36 92.60 89.92 91.23 90.75 88.94 91.72 92.04 91.00 91.39 90.16 89.99 91.08 91.87 89.27 88.02 90.60
959 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.31 90.70 92.83 91.59 91.75 92.02 88.59 88.26 91.14 91.19 91.80 89.81 90.46 91.16 91.82 91.63 90.09 90.72 90.62 90.15 91.87 89.61 92.49 91.71 90.81 90.59
988 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.28 91.52 89.01 90.36 87.58 89.91 91.08 89.05 89.69 88.74 91.76 89.36 89.09 90.36 89.49 89.90 92.22 88.72 92.47 90.95 87.70 91.23 88.48 90.36 90.26 87.91
989 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.85 90.58 90.51 90.25 89.54 92.20 90.23 88.81 89.10 88.94 91.51 88.06 87.69 89.27 89.59 89.99 89.58 89.59 90.71 89.47 89.02 88.36 90.29 89.18 89.39 90.37
990 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.01 88.32 91.06 90.76 89.43 88.83 88.49 89.82 87.93 90.78 90.26 89.45 89.16 91.12 90.32 86.76 91.99 89.73 88.52 89.54 86.97 90.42 92.30 90.66 89.47 88.64
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.99 89.34 89.17 90.16 89.37 84.82 89.69 90.32 89.83 86.17 90.66 89.57 87.61 88.77 90.34 91.03 90.82 91.30 91.53 89.27 90.57 87.76 91.98 90.31 91.33 89.43
1020 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.02 93.15 90.87 89.83 91.40 91.25 89.55 88.74 89.56 89.81 91.26 88.35 88.88 91.53 90.82 89.26 90.81 89.53 88.59 90.02 90.55 89.00 90.98 90.84 91.10 89.31
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.83 92.04 90.70 89.72 91.06 92.51 90.97 90.36 91.39 92.40 90.83 87.91 89.63 86.85 88.50 90.95 91.63 90.42 91.42 92.80 90.13 91.02 91.22 91.61 91.98 90.54
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.81 89.88 91.36 89.09 91.34 89.83 91.34 88.95 88.49 91.19 92.07 88.42 89.81 89.74 85.84 90.91 91.01 89.75 91.58 91.69 91.32 89.88 91.06 92.09 89.74 89.60
1023 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.33 91.10 91.85 91.09 91.08 87.74 89.30 91.06 91.35 90.28 92.05 89.46 90.23 91.74 90.85 89.14 90.69 90.77 93.23 91.04 91.80 88.58 91.60 90.34 89.69 91.60
1052 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.44 90.29 90.97 91.33 89.79 91.05 91.50 90.91 90.48 88.72 92.44 90.57 89.53 90.63 89.85 91.19 91.81 91.63 91.00 91.29 92.44 90.53 92.75 89.71 89.64 91.21
1053 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.57 90.57 90.85 92.05 91.43 91.15 91.55 91.81 90.38 90.78 92.02 91.20 89.86 90.97 90.16 91.51 92.18 91.62 92.75 90.77 89.84 90.23 91.63 91.56 91.55 89.77
1054 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.18 88.33 90.48 90.65 89.11 91.54 90.45 90.08 90.18 90.53 91.50 90.01 89.23 91.44 90.86 90.95 90.60 89.92 91.76 89.74 91.37 91.87 93.02 89.62 90.77 90.89
1055 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 90.60 91.30 92.49 89.85 92.31 89.01 90.16 91.11 90.70 90.02 93.75 92.23 89.58 92.99 89.05 90.36 91.36 89.86 91.95 89.31 89.84 91.09 91.84 90.07 91.64 89.36
1084 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 87.08 89.83 90.45 89.12 91.72 90.32 90.33 87.89 91.43 88.63 90.04 88.26 89.68 90.54 89.57 90.66 89.15 90.64 91.32 90.64 89.78 91.57 91.03 89.61 90.50 89.79
1085 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.07 92.08 90.64 90.18 89.85 88.38 90.82 87.87 90.79 89.41 90.50 90.25 91.05 91.48 90.18 90.76 91.03 91.60 90.63 91.32 91.96 90.56 90.84 92.07 90.47 90.36
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.07 91.02 90.98 88.62 90.84 90.92 89.19 88.56 90.58 87.91 89.20 90.01 90.42 91.53 90.79 89.99 90.66 91.48 91.55 89.17 89.94 89.12 91.89 90.74 90.83 87.58
1087 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.38 91.54 90.03 88.60 89.13 88.03 90.32 88.93 89.36 89.85 89.97 89.88 90.07 89.64 89.33 89.14 91.53 91.39 90.58 89.63 88.16 89.49 91.48 91.27 90.25 88.41
1116 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 90.00 90.90 90.26 89.72 91.09 92.29 90.71 89.72 90.14 87.71 92.23 91.42 89.88 92.08 89.40 91.06 91.27 90.12 94.26 90.35 88.54 90.18 91.14 90.59 89.57 89.03
1117 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.27 91.29 92.17 89.77 90.70 92.06 91.54 90.55 90.87 90.18 92.72 89.48 88.43 89.91 90.33 90.64 93.28 91.54 90.01 90.56 89.90 90.53 91.78 89.82 90.08 87.84
1118 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 90.76 90.34 91.93 90.30 92.00 90.34 89.96 90.03 90.08 91.31 91.55 91.35 90.22 91.79 90.05 89.18 91.76 92.26 91.52 90.99 89.79 89.35 93.98 90.39 90.16 89.55
1119 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.32 91.58 91.59 88.25 89.53 90.79 91.06 89.03 91.62 89.47 89.44 90.61 90.76 91.80 90.80 89.43 92.55 92.25 91.18 90.20 91.75 88.61 93.08 90.13 90.41 91.53
1148 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 92.15 90.03 90.20 91.38 91.92 92.47 90.84 90.33 90.04 91.54 90.80 90.54 90.19 91.78 91.83 90.15 90.89 89.72 90.79 90.45 91.80 90.59 90.32 89.40 91.21 90.19
1149 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.52 91.04 91.13 90.45 89.97 91.20 91.11 90.02 89.88 91.59 91.77 91.78 89.60 91.36 89.20 93.01 92.49 89.76 91.53 90.63 91.51 89.36 91.84 91.49 91.92 91.60
1150 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.55 89.01 89.72 90.09 91.64 90.82 90.22 88.96 91.42 92.72 90.91 90.55 90.31 91.15 89.43 91.63 91.79 90.28 89.94 92.65 89.40 91.41 93.30 91.31 90.68 90.22
1151 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 91.58 92.73 92.64 89.33 89.39 91.28 91.31 91.29 89.86 89.81 92.70 89.10 90.89 90.99 89.35 89.62 91.82 89.44 92.29 92.29 90.84 89.42 93.43 91.89 90.23 89.16


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
893 88.35 90.21 88.41 87.64 88.43 90.48 85.98 89.82 87.00 89.59 89.69 89.72 90.66 89.68 89.60 89.61 89.66 88.63 90.17 89.43 87.64 86.21 89.55 89.06 88.31 88.84 88.937308
991 88.87 88.95 87.84 89.07 89.91 88.07 88.25 88.64 89.13 86.79 89.34 90.47 88.83 89.15 88.32 89.83 88.42 88.13 90.41 90.03 87.86 87.68 89.23 89.39 88.45 89.07 88.851154
1021 88.39 89.13 88.88 87.96 87.76 88.86 89.36 88.49 88.80 86.91 89.75 88.14 90.22 89.21 88.32 88.16 90.44 90.27 89.91 89.38 85.84 88.12 88.14 88.17 89.53 88.39 88.712692
703 89.80 88.70 88.36 88.15 87.68 89.67 88.82 87.55 88.10 88.34 90.09 89.48 91.08 88.75 88.93 89.49 89.82 90.25 89.99 88.97 88.00 87.62 88.08 85.69 87.16 87.28 88.686538
895 87.21 89.01 88.92 89.79 89.17 88.53 88.93 88.92 88.94 88.06 89.37 89.14 88.58 89.95 87.15 88.86 88.08 89.24 89.35 89.87 87.67 86.48 88.95 87.03 89.23 89.05 88.672308
828 88.19 87.13 87.91 89.41 87.86 89.90 89.59 88.88 88.97 88.25 89.43 88.78 88.09 89.08 89.26 88.99 88.44 89.22 89.43 89.46 86.20 89.36 89.35 88.02 87.47 88.45 88.658462
1052 88.21 88.53 89.26 88.70 88.85 89.13 87.43 89.14 88.21 88.70 90.15 90.21 88.14 87.26 87.75 88.49 89.25 89.78 88.61 88.25 88.45 88.86 88.27 88.06 87.32 89.29 88.626923
1023 88.64 87.92 88.39 87.64 87.95 88.12 87.72 89.52 88.68 89.40 90.17 88.58 89.59 87.52 88.49 90.59 88.84 90.26 89.26 90.49 88.70 85.78 89.26 85.54 87.91 89.31 88.625769
1087 88.09 88.84 88.73 88.61 88.92 89.52 89.03 88.31 87.44 88.03 89.59 89.39 88.77 88.24 87.64 88.77 88.01 88.97 88.77 90.26 87.10 86.54 89.47 88.75 89.79 87.73 88.588846
1022 87.93 88.50 87.50 88.37 89.51 89.62 88.38 89.83 88.10 89.19 90.12 89.34 88.12 88.18 86.71 89.79 88.03 89.15 89.17 91.24 87.50 87.62 87.21 89.22 86.14 88.57 88.578462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.35 90.21 88.41 87.64 88.43 90.48 85.98 89.82 87.00 89.59 89.69 89.72 90.66 89.68 89.60 89.61 89.66 88.63 90.17 89.43 87.64 86.21 89.55 89.06 88.31 88.84
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.21 89.01 88.92 89.79 89.17 88.53 88.93 88.92 88.94 88.06 89.37 89.14 88.58 89.95 87.15 88.86 88.08 89.24 89.35 89.87 87.67 86.48 88.95 87.03 89.23 89.05
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.87 88.95 87.84 89.07 89.91 88.07 88.25 88.64 89.13 86.79 89.34 90.47 88.83 89.15 88.32 89.83 88.42 88.13 90.41 90.03 87.86 87.68 89.23 89.39 88.45 89.07
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.85 90.03 87.88 89.85 89.69 88.15 88.47 88.55 89.22 88.88 88.04 90.44 90.34 88.94 88.99 88.06 87.14 88.15 89.67 88.04 87.16 85.02 88.59 86.03 87.85 87.34
604 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.91 90.30 87.29 87.77 87.51 88.99 88.94 88.68 87.92 86.30 90.14 89.65 89.44 88.63 86.96 89.60 87.47 89.73 89.66 90.70 87.01 87.59 87.88 87.18 88.61 88.63
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.80 88.70 88.36 88.15 87.68 89.67 88.82 87.55 88.10 88.34 90.09 89.48 91.08 88.75 88.93 89.49 89.82 90.25 89.99 88.97 88.00 87.62 88.08 85.69 87.16 87.28
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.39 89.13 88.88 87.96 87.76 88.86 89.36 88.49 88.80 86.91 89.75 88.14 90.22 89.21 88.32 88.16 90.44 90.27 89.91 89.38 85.84 88.12 88.14 88.17 89.53 88.39
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.93 88.50 87.50 88.37 89.51 89.62 88.38 89.83 88.10 89.19 90.12 89.34 88.12 88.18 86.71 89.79 88.03 89.15 89.17 91.24 87.50 87.62 87.21 89.22 86.14 88.57
1023 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.64 87.92 88.39 87.64 87.95 88.12 87.72 89.52 88.68 89.40 90.17 88.58 89.59 87.52 88.49 90.59 88.84 90.26 89.26 90.49 88.70 85.78 89.26 85.54 87.91 89.31
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.88 87.70 87.52 89.91 87.47 89.24 88.90 88.60 89.26 87.56 89.18 90.11 89.43 87.15 89.41 89.31 87.79 88.49 89.59 87.52 86.28 87.76 90.43 87.71 88.49 88.77
956 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.33 89.99 88.22 88.36 88.62 89.74 86.35 89.14 87.52 86.12 88.70 88.78 89.00 88.92 90.75 88.54 89.36 89.91 89.25 90.20 89.29 85.96 86.36 86.47 89.18 87.52
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.41 88.73 88.48 89.19 88.63 89.79 88.73 88.80 88.76 88.58 90.36 89.91 88.37 88.83 87.95 87.59 86.84 88.72 90.41 88.99 89.34 87.56 89.54 84.87 86.04 89.07
1052 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.21 88.53 89.26 88.70 88.85 89.13 87.43 89.14 88.21 88.70 90.15 90.21 88.14 87.26 87.75 88.49 89.25 89.78 88.61 88.25 88.45 88.86 88.27 88.06 87.32 89.29
764 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.32 87.49 88.38 88.69 86.27 89.67 89.00 89.33 89.30 88.49 90.69 89.19 88.81 87.75 88.70 88.73 89.32 89.79 89.70 89.80 87.31 86.32 87.76 86.85 88.36 89.04
Size of the All data:  (144, 29)
Size of the Sig data:  (14, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.05 90.80 87.25 87.28 89.73 89.62 89.52 88.87 89.83 89.54 90.79 92.00 88.26 90.36 91.09 91.18 93.01 92.48 90.30 90.27 92.52 88.41 89.41 88.67 90.35 89.73
4 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.56 89.33 90.41 89.09 89.99 88.96 90.11 90.43 88.36 89.94 88.64 88.78 89.79 91.10 88.82 89.96 91.05 92.32 90.32 90.01 90.55 89.75 90.56 90.33 91.69 89.32
1 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.99 89.34 89.17 90.16 89.37 84.82 89.69 90.32 89.83 86.17 90.66 89.57 87.61 88.77 90.34 91.03 90.82 91.30 91.53 89.27 90.57 87.76 91.98 90.31 91.33 89.43
13 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.07 91.02 90.98 88.62 90.84 90.92 89.19 88.56 90.58 87.91 89.20 90.01 90.42 91.53 90.79 89.99 90.66 91.48 91.55 89.17 89.94 89.12 91.89 90.74 90.83 87.58
12 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.28 89.25 90.00 88.84 90.22 89.33 91.58 88.39 87.00 88.54 88.92 89.74 88.53 90.30 88.02 89.93 91.58 90.95 91.30 90.58 90.46 90.50 89.91 88.00 90.24 88.95
3 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.19 88.05 91.07 89.84 89.49 89.01 90.39 89.65 90.01 87.71 90.70 90.33 89.65 89.83 89.83 90.78 90.50 89.88 91.72 87.84 90.92 88.43 90.25 88.65 88.94 88.52
2 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.83 92.04 90.70 89.72 91.06 92.51 90.97 90.36 91.39 92.40 90.83 87.91 89.63 86.85 88.50 90.95 91.63 90.42 91.42 92.80 90.13 91.02 91.22 91.61 91.98 90.54
7 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.81 89.88 91.36 89.09 91.34 89.83 91.34 88.95 88.49 91.19 92.07 88.42 89.81 89.74 85.84 90.91 91.01 89.75 91.58 91.69 91.32 89.88 91.06 92.09 89.74 89.60
6 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.33 91.10 91.85 91.09 91.08 87.74 89.30 91.06 91.35 90.28 92.05 89.46 90.23 91.74 90.85 89.14 90.69 90.77 93.23 91.04 91.80 88.58 91.60 90.34 89.69 91.60
9 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 90.92 89.43 91.30 88.72 89.20 90.82 91.04 89.98 89.15 90.38 91.37 89.13 90.53 90.17 89.20 90.19 91.05 89.88 92.30 90.76 89.63 90.45 92.86 90.32 90.65 89.36
11 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.76 92.27 92.45 89.89 91.51 92.01 89.46 90.29 89.88 88.57 89.61 90.23 90.61 90.02 91.53 91.87 89.78 92.29 91.29 91.59 92.81 90.82 91.48 90.84 92.74 90.47
8 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.43 91.34 93.24 90.71 92.13 91.29 92.28 90.71 90.50 90.12 93.72 92.29 90.21 90.82 88.49 89.66 89.79 91.57 92.74 87.28 91.19 88.69 92.06 88.96 90.68 90.81
5 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.44 90.29 90.97 91.33 89.79 91.05 91.50 90.91 90.48 88.72 92.44 90.57 89.53 90.63 89.85 91.19 91.81 91.63 91.00 91.29 92.44 90.53 92.75 89.71 89.64 91.21
10 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.10 89.34 91.08 88.90 88.19 90.81 88.65 90.29 91.79 90.95 92.08 90.35 91.05 89.00 91.23 90.09 92.25 91.36 91.76 91.22 90.89 88.73 93.05 90.13 89.99 90.75
Size of the test data:  (14, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 89.699286 0.714051
mAP_valid_abs_values_19 89.653571 0.506065
mAP_valid_abs_values_12 89.511429 0.701864
mAP_valid_abs_values_20 89.493571 1.060469
mAP_valid_abs_values_13 89.329286 0.949773
mAP_valid_abs_values_18 89.321429 0.781762
mAP_valid_abs_values_6 89.147143 0.734747
mAP_valid_abs_values_16 89.046429 0.833008
mAP_valid_abs_values_2 88.942143 0.917272
mAP_valid_abs_values_8 88.929286 0.602130
mAP_valid_abs_values_4 88.649286 0.808726
mAP_valid_abs_values_17 88.604286 1.087104
mAP_valid_abs_values_26 88.583571 0.704006
mAP_valid_abs_values_14 88.565714 0.872871
mAP_valid_abs_values_23 88.517857 1.065553
mAP_valid_abs_values 88.507143 0.705903
mAP_valid_abs_values_9 88.495714 0.705317
mAP_valid_abs_values_15 88.430714 1.103369
mAP_valid_abs_values_5 88.389286 1.015143
mAP_valid_abs_values_3 88.237857 0.576050
mAP_valid_abs_values_7 88.232857 1.018607
mAP_valid_abs_values_10 88.065000 1.146075
mAP_valid_abs_values_25 88.041429 1.065630
mAP_valid_abs_values_21 87.717857 1.012675
mAP_valid_abs_values_24 87.233571 1.435246
mAP_valid_abs_values_22 87.041429 1.074451


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_19 91.574286 0.803451
mAP_test_abs_values_23 91.434286 1.111996
mAP_test_abs_values_18 91.148571 0.916631
mAP_test_abs_values_17 91.116429 0.888123
mAP_test_abs_values_21 91.083571 0.992112
mAP_test_abs_values_11 90.934286 1.475673
mAP_test_abs_values_3 90.845000 1.430114
mAP_test_abs_values_25 90.606429 1.040537
mAP_test_abs_values_16 90.490714 0.746278
mAP_test_abs_values_7 90.358571 1.099432
mAP_test_abs_values_20 90.343571 1.521096
average_map 90.311099 0.480503
mAP_test_abs_values_5 90.281429 1.082660
mAP_test_abs_values 90.268571 1.198466
mAP_test_abs_values_2 90.248571 1.216678
mAP_test_abs_values_14 90.061429 1.251945
mAP_test_abs_values_24 90.050000 1.156101
mAP_test_abs_values_12 89.913571 1.221686
mAP_test_abs_values_8 89.912143 0.881469
mAP_test_abs_values_6 89.908571 1.957011
mAP_test_abs_values_9 89.902857 1.312891
mAP_test_abs_values_26 89.847857 1.109755
mAP_test_abs_values_13 89.704286 0.971349
mAP_test_abs_values_15 89.598571 1.571084
mAP_test_abs_values_4 89.520000 1.092992
mAP_test_abs_values_22 89.476429 1.067554
mAP_test_abs_values_10 89.458571 1.629605
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_72 =  res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]

res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]


result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')


result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]

html_table = result_merged_mwu_72.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 89.699286 90.934286
1 19 89.653571 91.574286
2 12 89.511429 89.913571
3 20 89.493571 90.343571
4 13 89.329286 89.704286
5 18 89.321429 91.148571
6 6 89.147143 89.908571
7 16 89.046429 90.490714
8 2 88.942143 90.248571
9 8 88.929286 89.912143
10 4 88.649286 89.520000
11 17 88.604286 91.116429
12 26 88.583571 89.847857
13 14 88.565714 90.061429
14 23 88.517857 91.434286
15 1 88.507143 90.268571
16 9 88.495714 89.902857
17 15 88.430714 89.598571
18 5 88.389286 90.281429
19 3 88.237857 90.845000
20 7 88.232857 90.358571
21 10 88.065000 89.458571
22 25 88.041429 90.606429
23 21 87.717857 91.083571
24 24 87.233571 90.050000
25 22 87.041429 89.476429
Code
# result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72

result_merged_mwu_best = pd.concat([result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]

df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')


# result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72

result_merged_mwu_std = pd.concat([result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)

Overall reported results:

Code
df = pd.merge(result_merged_mwu_best, result_merged_mwu_std, on=['bit'])
df_report = df[['bit','valid_score','valid_score_std']]
df_report.to_csv('paper images/df_report.csv', index=False)

html_table = df_report.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
bit valid_score valid_score_std
0 16 86.594341 1.397171
1 24 87.152488 0.790584
2 32 87.956538 0.685684
3 40 88.105782 0.728296
4 48 88.241209 0.690932
5 56 88.345000 0.674954
6 64 88.420422 0.641029
7 72 88.630275 0.685334
Code
# import matplotlib.pyplot as plt
# import seaborn as sns
# import pandas as pd

# import matplotlib.font_manager
# matplotlib.font_manager.findSystemFonts(fontpaths=None, fontext='ttf')

# sns.set_style("white")

# SMALL_SIZE = 7
# MEDIUM_SIZE = 7
# BIGGER_SIZE = 7

# plt.rc('font', size=SMALL_SIZE)          # controls default text sizes
# plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title
# plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels
# plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize
# #plt.rc('figure', titlesize=BIGGER_SIZE)
# # Data
# # Create the plot
# fig, ax = plt.subplots(figsize=(10/3, 3))
# sns.set_style("whitegrid")
# plt.legend(loc = 'upper left')
# # Show the plot
# plt.rc('font', family='Nimbus Roman')


# df = df.query('bit!=8')
# # Create line plot
# sns.lineplot(data=df, x='bit', y='test_score',label='Test',  color='blue')
# sns.lineplot(data=df, x='bit', y='valid_score',label='Valid',  color='red')
# # sns.lineplot(data=df, x='bit', y='valid_score_std',  color='blue')
# # sns.lineplot(data=df, x='bit', y='test_score_std',  color='red')
# # Fill standard deviation envelopes for 'test_score' and 'valid_score'
# plt.fill_between(df['bit'], df['test_score'] - df['test_score_std'], df['test_score'] + df['test_score_std'], color='#439CEF')
# plt.fill_between(df['bit'], df['valid_score'] - df['valid_score_std'], df['valid_score'] + df['valid_score_std'], color='#ffbaba')

# plt.scatter(72, df['test_score'].iloc[7], color='blue', marker='o', s=25)
# plt.scatter(72, df['valid_score'].iloc[7], color='red', marker='o', s=25)

# ax.set_ylabel('mAP')
# ax.set_xlabel('Bit size')
# ax = plt.gca()
# # Set y-axis to start from a specific value
# plt.ylim(80, 92)

# # Set x-axis labels and ticks
# x_labels = np.unique(np.array(df.bit))
# plt.xticks(ticks=x_labels, labels=x_labels)
# plt.grid(False)
# # Show the plot
# plt.tight_layout()
# plt.savefig('paper images/valid_test.svg',format='svg', dpi=1200)
# plt.show()

print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe().iloc[1:3]

html_table = res.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
average performance for all the 26 discriptors in 72 bit: 
valid_score test_score
mean 88.630275 90.311099
std 0.685334 0.617182